{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 关注公众号【Python读数】，选择“星标”公众号，重磅干货，第一时间送达"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![picture.png](https://upload-images.jianshu.io/upload_images/8316927-02bc45439867a7ad.png?imageMogr2/auto-orient/strip%7CimageView2/2/w/1240)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 导包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import re\n",
    "import os\n",
    "from PIL import Image\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts import options as opts\n",
    "%matplotlib inline\n",
    "pd.set_option(\"display.max_column\",None)\n",
    "sns.set_style('white',{'font.sans-serif':['simhei','Arial']})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 常规赛数据\n",
    "注：nba历史统计原因，仅存1985-86赛季之后的单场比赛球员数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_season = pd.read_pickle(\"./data/season.pkl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_season.rename(columns={\"出手\":\"总出手\",\"命中\":\"总命中\",\"命中.1\":\"三分命中\",\"出手.1\":\"三分出手\",\"命中.2\":\"罚球命中\",\"出手.2\":\"罚球出手\"},\n",
    "                inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>球员</th>\n",
       "      <th>赛季</th>\n",
       "      <th>果</th>\n",
       "      <th>比赛</th>\n",
       "      <th>首发</th>\n",
       "      <th>时间</th>\n",
       "      <th>投篮</th>\n",
       "      <th>总命中</th>\n",
       "      <th>总出手</th>\n",
       "      <th>三分</th>\n",
       "      <th>三分命中</th>\n",
       "      <th>三分出手</th>\n",
       "      <th>罚球</th>\n",
       "      <th>罚球命中</th>\n",
       "      <th>罚球出手</th>\n",
       "      <th>篮板</th>\n",
       "      <th>前场</th>\n",
       "      <th>后场</th>\n",
       "      <th>助攻</th>\n",
       "      <th>抢断</th>\n",
       "      <th>盖帽</th>\n",
       "      <th>失误</th>\n",
       "      <th>犯规</th>\n",
       "      <th>得分</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>迈克尔-乔丹</td>\n",
       "      <td>89-90</td>\n",
       "      <td>胜</td>\n",
       "      <td>骑士113-117公牛</td>\n",
       "      <td>1</td>\n",
       "      <td>50</td>\n",
       "      <td>62.2%</td>\n",
       "      <td>23</td>\n",
       "      <td>37</td>\n",
       "      <td>33.3%</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>91.3%</td>\n",
       "      <td>21</td>\n",
       "      <td>23</td>\n",
       "      <td>18</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>69</td>\n",
       "      <td>常规赛</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>迈克尔-乔丹</td>\n",
       "      <td>92-93</td>\n",
       "      <td>负</td>\n",
       "      <td>魔术128-124公牛</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>55.1%</td>\n",
       "      <td>27</td>\n",
       "      <td>49</td>\n",
       "      <td>20.0%</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>81.8%</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>64</td>\n",
       "      <td>常规赛</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>迈克尔-乔丹</td>\n",
       "      <td>86-87</td>\n",
       "      <td>胜</td>\n",
       "      <td>活塞120-125公牛</td>\n",
       "      <td>1</td>\n",
       "      <td>43</td>\n",
       "      <td>56.4%</td>\n",
       "      <td>22</td>\n",
       "      <td>39</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>94.4%</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>常规赛</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>迈克尔-乔丹</td>\n",
       "      <td>86-87</td>\n",
       "      <td>负</td>\n",
       "      <td>老鹰117-114公牛</td>\n",
       "      <td>1</td>\n",
       "      <td>41</td>\n",
       "      <td>57.9%</td>\n",
       "      <td>22</td>\n",
       "      <td>38</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>81.0%</td>\n",
       "      <td>17</td>\n",
       "      <td>21</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>61</td>\n",
       "      <td>常规赛</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>迈克尔-乔丹</td>\n",
       "      <td>87-88</td>\n",
       "      <td>胜</td>\n",
       "      <td>活塞110-112公牛</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>77.8%</td>\n",
       "      <td>21</td>\n",
       "      <td>27</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>89.5%</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>59</td>\n",
       "      <td>常规赛</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       球员     赛季  果           比赛  首发  时间     投篮  总命中  总出手     三分  三分命中  三分出手  \\\n",
       "1  迈克尔-乔丹  89-90  胜  骑士113-117公牛   1  50  62.2%   23   37  33.3%     2     6   \n",
       "2  迈克尔-乔丹  92-93  负  魔术128-124公牛   1  47  55.1%   27   49  20.0%     1     5   \n",
       "3  迈克尔-乔丹  86-87  胜  活塞120-125公牛   1  43  56.4%   22   39    NaN     0     0   \n",
       "4  迈克尔-乔丹  86-87  负  老鹰117-114公牛   1  41  57.9%   22   38   0.0%     0     3   \n",
       "5  迈克尔-乔丹  87-88  胜  活塞110-112公牛   1  42  77.8%   21   27   0.0%     0     1   \n",
       "\n",
       "      罚球  罚球命中  罚球出手  篮板  前场  后场  助攻  抢断  盖帽  失误  犯规  得分 type  \n",
       "1  91.3%    21    23  18   7  11   6   4   1   2   5  69  常规赛  \n",
       "2  81.8%     9    11   6   4   2   1   5   0   2   5  64  常规赛  \n",
       "3  94.4%    17    18   7   3   4   3   3   3   5   0  61  常规赛  \n",
       "4  81.0%    17    21  10   5   5   1   4   1   3   3  61  常规赛  \n",
       "5  89.5%    17    19   4   2   2   6   2   2   1   4  59  常规赛  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_season.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 各个赛季的场均得分以及胜率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "season = list(np.sort(df_season[\"赛季\"].unique()))\n",
    "season = season[2:] + season[:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_season[\"win\"] = df_season[\"果\"].map({\"胜\": 1, \"负\": 0})\n",
    "wining_rate = df_season.groupby([\"赛季\"])[\"win\"].mean()[season].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '胜率')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(figsize=(12,8))\n",
    "fig.text(x=0.1, y=0.9, s='            常规赛的场均得分以及胜率        ', \n",
    "         fontsize=32, weight='bold', color='white', backgroundcolor='#c5b783')\n",
    "sns.barplot(x=\"赛季\",y=\"得分\",data=df_season,order=season,ci=None,color=\"#3c7f99\")\n",
    "plt.tick_params(labelsize=16,axis=\"both\",direction=\"in\")\n",
    "plt.ylabel(\"场均得分\",fontsize=14)\n",
    "plt.xlabel(\"赛季\",fontsize=14)\n",
    "ax2=ax.twinx()\n",
    "plt.scatter(x=season,y=wining_rate,color=\"r\",marker='d')\n",
    "plt.plot(season,wining_rate,color=\"r\")\n",
    "plt.tick_params(labelsize=16,axis=\"both\",direction=\"in\")\n",
    "ax2.set_yticks([0.2,0.3,0.4,0.5,0.6,0.7,0.8,0.9])\n",
    "plt.ylim(0.2,1)\n",
    "plt.ylabel(\"胜率\",fontsize=14)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 单场比赛各个得分段占比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "interval = [\"20分及以下\",\"20-30\",\"30-40\",\"40-50\",\"大于50\"]\n",
    "value = pd.cut(df_season[\"得分\"],bins=[0,20,30,40,50,100],labels=interval).value_counts(normalize=True)[interval].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "pie = (\n",
    "    Pie()\n",
    "    .add(\n",
    "        \"\",\n",
    "        [list(z) for z in zip(interval, value)],\n",
    "        center=[\"50%\", \"50%\"],\n",
    "       # radius=[\"50%\",\"75%\"]\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"单场比赛各个得分段占比\",pos_left=\"center\"),\n",
    "        legend_opts=opts.LegendOpts(\n",
    "                is_show=False\n",
    "            )\n",
    "    )\n",
    "    .set_series_opts(label_opts=opts.LabelOpts(formatter=\"{b}: {d}%\")))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "    <div id=\"aba5270a3d8d472fbef1f8f0dd16ee03\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        var chart_aba5270a3d8d472fbef1f8f0dd16ee03 = echarts.init(\n",
       "            document.getElementById('aba5270a3d8d472fbef1f8f0dd16ee03'), 'white', {renderer: 'canvas'});\n",
       "        var option_aba5270a3d8d472fbef1f8f0dd16ee03 = {\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"clockwise\": true,\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"20\\u5206\\u53ca\\u4ee5\\u4e0b\",\n",
       "                    \"value\": 0.1595959595959596\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"20-30\",\n",
       "                    \"value\": 0.3484848484848485\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"30-40\",\n",
       "                    \"value\": 0.3575757575757576\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"40-50\",\n",
       "                    \"value\": 0.10909090909090909\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5927\\u4e8e50\",\n",
       "                    \"value\": 0.025252525252525252\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"0%\",\n",
       "                \"75%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{b}: {d}%\"\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"20\\u5206\\u53ca\\u4ee5\\u4e0b\",\n",
       "                \"20-30\",\n",
       "                \"30-40\",\n",
       "                \"40-50\",\n",
       "                \"\\u5927\\u4e8e50\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": false\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u5355\\u573a\\u6bd4\\u8d5b\\u5404\\u4e2a\\u5f97\\u5206\\u6bb5\\u5360\\u6bd4\",\n",
       "            \"left\": \"center\"\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "        chart_aba5270a3d8d472fbef1f8f0dd16ee03.setOption(option_aba5270a3d8d472fbef1f8f0dd16ee03);\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x19d5a5500b8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pie.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 乔丹的进攻偏好"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_season[\"两分出手\"] = df_season[\"总出手\"]-df_season[\"三分出手\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "two_point_select= df_season[\"两分出手\"].sum()/df_season[\"总出手\"].sum()\n",
    "three_point_select = 1-two_point_select\n",
    "two_point_ratio = (df_season[\"得分\"]-df_season[\"三分命中\"]*3-df_season[\"罚球命中\"]).sum()/df_season[\"得分\"].sum()\n",
    "free_throw_ratio = df_season[\"罚球命中\"].sum()/df_season[\"得分\"].sum()\n",
    "three_point_ratio = 1-two_point_ratio-free_throw_ratio                                                                 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "pie = (\n",
    "    Pie()\n",
    "     .add(\n",
    "        \"\",\n",
    "        [(\"两分球\",two_point_ratio),(\"三分球\",three_point_ratio),(\"罚球\",free_throw_ratio)],\n",
    "        #[list(z) for z in zip(education.index, np.round(education.values,4))],\n",
    "        center=[\"33%\", \"50%\"],\n",
    "        radius=[\"50%\",\"75%\"]\n",
    "    )\n",
    "    .add(\n",
    "        \"\",\n",
    "        [(\"两分出手\",two_point_select),(\"三分出手\",three_point_select)],\n",
    "        #[list(z) for z in zip(education.index, np.round(education.values,4))],\n",
    "        center=[\"78%\", \"50%\"],\n",
    "        radius=[\"50%\",\"75%\"]\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"得分来源占比（左）和出手选择占比（右）\",pos_left=\"35%\"),\n",
    "        legend_opts=opts.LegendOpts(\n",
    "                is_show=False\n",
    "            )\n",
    "    \n",
    "    )\n",
    "   \n",
    "    .set_series_opts(label_opts=opts.LabelOpts(formatter=\"{b}: {d}%\")))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "    <div id=\"57db527517244b0cb385bca641047665\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        var chart_57db527517244b0cb385bca641047665 = echarts.init(\n",
       "            document.getElementById('57db527517244b0cb385bca641047665'), 'white', {renderer: 'canvas'});\n",
       "        var option_57db527517244b0cb385bca641047665 = {\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"clockwise\": true,\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u4e24\\u5206\\u7403\",\n",
       "                    \"value\": 0.719370225824744\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e09\\u5206\\u7403\",\n",
       "                    \"value\": 0.057240068047633375\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7f5a\\u7403\",\n",
       "                    \"value\": 0.22338970612762266\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"50%\",\n",
       "                \"75%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"33%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{b}: {d}%\"\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"clockwise\": true,\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u4e24\\u5206\\u51fa\\u624b\",\n",
       "                    \"value\": 0.9246682960893855\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e09\\u5206\\u51fa\\u624b\",\n",
       "                    \"value\": 0.0753317039106145\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"50%\",\n",
       "                \"75%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"78%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{b}: {d}%\"\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u4e24\\u5206\\u7403\",\n",
       "                \"\\u4e09\\u5206\\u7403\",\n",
       "                \"\\u7f5a\\u7403\",\n",
       "                \"\\u4e24\\u5206\\u51fa\\u624b\",\n",
       "                \"\\u4e09\\u5206\\u51fa\\u624b\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": false\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u5f97\\u5206\\u6765\\u6e90\\u5360\\u6bd4\\uff08\\u5de6\\uff09\\u548c\\u51fa\\u624b\\u9009\\u62e9\\u5360\\u6bd4\\uff08\\u53f3\\uff09\",\n",
       "            \"left\": \"35%\"\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "        chart_57db527517244b0cb385bca641047665.setOption(option_57db527517244b0cb385bca641047665);\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x19d5a569ef0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pie.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 生涯对各个球队的对战情况（场均得分、胜率）柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "pattern = re.compile(r'[\\u4E00-\\u9FA5]+')\n",
    "df_season[\"team_list\"] = df_season[\"比赛\"].str.findall(pattern).map(set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_opp(x,num=0):\n",
    "    period_dict = {0:\"公牛\",1:\"奇才\"}\n",
    "    opp = (x-set([period_dict[num]])).pop()\n",
    "    if opp == \"人\":\n",
    "        return \"76人\"\n",
    "    elif opp == \"凯尔特\":\n",
    "        return \"凯尔特人\"\n",
    "    elif opp == \"超音速\":\n",
    "        return \"雷霆\"\n",
    "    elif opp == \"子弹\":\n",
    "        return \"奇才\"\n",
    "    else:\n",
    "        return opp\n",
    "df_season.loc[~df_season[\"赛季\"].isin([\"01-02\",\"02-03\"]),\"opp\"] = df_season[\"team_list\"].map(lambda x : get_opp(x,0))\n",
    "df_season.loc[df_season[\"赛季\"].isin([\"01-02\",\"02-03\"]),\"opp\"] = df_season[\"team_list\"].map(lambda x : get_opp(x,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,8))\n",
    "order = df_season.groupby(\"opp\")[\"得分\"].mean().sort_values(ascending=False).index\n",
    "sns.barplot(y=\"opp\",x = \"得分\",order=order,data=df_season,color='#3c7f99',ci=None)\n",
    "plt.box(False)\n",
    "fig.text(x=0.04, y=0.90, s='           对阵联盟各个球队的场均得分         ', \n",
    "         fontsize=32, weight='bold', color='white', backgroundcolor='#c5b783')\n",
    "plt.tick_params(axis='both', which='major', labelsize=16)\n",
    "ax.xaxis.grid(which='both', linewidth=0.5, color='#3c7f99')\n",
    "plt.xlabel('')\n",
    "plt.ylabel('')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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XXIQnr5oTh5+btuf7XJeRXR7+/LpaDkzbLjKod87x8w4JpYj5feMzTpQVahsagD063D1tcA/Rd5pmM9ZkpnSzUGdBT8dRuiPKtp66wO6iJVTNx2LFYubCeydGpj1mT8dRDu34H2pW34jTlU71iuux2V00H3+D1PR81NpbsVgs1B58Jur7XbP6pnA53GAwYL5WC5XLrgmP7RgaaOPY3qeiBvcLIc4+CfDFu4Ld4aZCXc2Jw89NuY3ucmeHJ+IZ7GvC7x2jp13PWNs9VH2mu/1w1MDWmeQUGlU5ejvriNW7mZpRSE7BUoLBYFS6yKIlV5Kans/QQNtpBZmT86RDr2MmFjNVYj69xlar8V/NTGUyI4Mll3lOzpR0CsrWxTyuwzG7tAsw0mFCvZhdrQdpPv5m1Pba/b9m7abP4nJnseLCj3Jo5/9QsfRqCkqNMQf1+venXa4yp2ApVcuvCwe242MDHNn186iULm9EpZjIdJH2xl14x4eoWfNB7HYX7rRcVmz4GL1ddTTXvcFAb+yLxbmy2V1GatoceqPtjlR83ukDzFgKStcCRmpSvHO3R3zGqWnzregy+7EpQYJkeMrILjDmR2ipfztu+7kG+PFYbU6y82oApsysnJVTQWZ2Od6JYTqa98752H1ddezf9ggrL7odhzOVwb4miisvoWLJe7Ha7Az2NRMM+sMVsjI8ZeQWKgIBH8f2PW2kE2LcdQkF952tB6nd/6vTHswvhEg8CfDFec9md7Hqkk+Rmp6HMyWDIzsfj/pDnJWzCDACjXDliAWcTMZj1rafbuBs5bJrAOhp11GBX+jCJDBNGsxCs5ppNoFZVASZsq/NMXMjTg2stdld4UoiGZ6ycI7z6Whr3GmmGlTGvCDzeUc5suvnrLz4E6RlFhpjIGwOgsEAdQe30tG0e97PnZpRSMXS95KdXxNeN9jXxJHdT0ypVuKPmBV28uRdPR1H2f/Wj1DrbiPVzMnOzltMdt5ihvpb6WjZR3froXnXi8/wlLF07S30dByLeRcnNgvLL/wjRoY6OX7wmVkFuRaLLXwnZbq7MyGOiFlwQ7npczVt1ayY52alauV1gHH3qKMpfjBtiRi8O5tAd7oymQBF5eux2Z14x4fp743/vszH+GgfB97+MS53FoN9TdjtrvDdtQxPKRme0qj2ft8ER3b/L/3dJ8LrutuP0HD0JRzONOqP/C7h5yiESAwJ8MV5z+8bp6v1IIuWXEl23mJqVt/EsX1PhbeHJrKZnC5jsdhwOFPjVrCZj8a611nh+QgllZfQ3XooqtRiccXFeHKrCAaDNE6a2CrUmzuXYCWRbHYXcHo9+DMJ5ep7cqvCdwyOH9zK0EBbzPZOVzrLLvjw7E4iGOTk0ZewWG3TBmIjQ510tx2msHw9NvOipK/reMwBhrORnlVCec0VUYE9QEfTXuoOPhNz8HHUHaYYA1RHh7vZ++YPKV9yBSWVG8NVXtKziknPKsbvG49IobLgcKUR8PsIBnxYsISPY1TQcWC1OcwZYo0qOy53FsUVG+jrPk7vpImnnK6MKedTXnNFODi021PQe56Y8X0JBv10tR6ksGwdecUraTnxNiNDsUtWhi70wLhQstocCa90FcmZkhHOw286/nr4M4o1u6yx/lSAfzpjIiwWG8UVRs94e9PuuNWHTsfE+GD4/7S+ruOMDncz1N/KyGAHoyPd5BevIrdoOT7vGId3Pc5gbyNgIfIuSKg8qhDi3CUBvnhXaKp7DYvFSnnNZnNSnWHqjzyPxWINB/iRA8QyssupXnE9E+NDHN7xPwk9l/7u4zQdf4Pyms3UrL6JfW/9kGAwQHHFxVQuex8AA70n8fvGonLMQ4Gc1WoLr7dYrOFa1EEI55QvhHCAP8tJqyKFewmzSrngyi9P3858jaFSnD7vGO1Nu6ftFU5JzT71YJYBUazg3mq1U1C2lpLKS0lJ9YSf2ygZWMMFV3yJtobtdLTsn7k+eISA30daZlH48fjYAPWHfxeVWz1ln4ggcboKNMGgn5NHX6KzeT+Vy64JX0B0tR6MGh/hcscuMZri9nDpdX8dfhzqVW5v2k1u0XI8edXUrPoAe954KOr1utNyyPCUhQche/IWhysujY/203A09mDoWBr078kpWIrDmcriVe9n/7aHY7ZzpZ5KH7PZHGTnLY77/p2u8dF+9r31MGWLL6ejaQ8ut4fq5dcxNtof865GZPnN0wnwrTY7HS37yC1cRtvJhZ25OLdoBb6JEfp76tn92oPh9YuWvJfcouXGoO+dP2NksB1PXjWLll5Fb2ctjcdeBozKOtXLr6fh6IvheTyEEOcWCfDFu0Zj7SvYHSkUV1xESeUleMeHGBnqxO5wEwwGogYrpmUUhpes3KqoW9SJ0HT8dQpK15CWWUjRog20NrxDSmp2OEUlK6di2sF4GZ6ymNvGRvvY9cr3ZnzuUBnQkMk9cWmZxVgwSyZGTIhzarDj5ImnLOHeYIKBqLSikFAlFKvNHjff32K1k5ZZFC6f2NG8Z0pw73Cl4zSXvOJV4fXzmeU0LbOIgtI15JesDud6jw730Fj7Kl1tB8kvWc2imitxubOoUFezaOl7Gehtoq+rjsG+Job7W+PO0jsy1MHhnT9j1cWfpL1pNyePvTxj73P0HZr4Fy2jw10c3vkzMjxllFRunLba0FzUH3metZd9DoczlYLStTQffyMqxaqk8hL0niZSMwpZuu5WLBYrYyN9HNz+6IwDWCP5vKM01b1G1fLryPCUUlC6dkpueWp6fvhOSm9XHdl5i8kpWj7vAN9md8UcmD11wrQgTeYdtCVrPkhmdjmBgI/mE29OqXM/1xSd6fh94zQeezkcRC8EpyuDqhXXkVu4jJHBDva88QMgiNXmoGbVB8grXslQfytHdv083MuflVNJemYR6ZlFDA+00tN+lNKqTThTMliy5oMUlK6l7uAzjI1IHXwhziUS4It3lROHn8PhSiOvaAUV6upwucOBnpNRAWJ74y5KKjeSkuqhYulV7Hvrhwk9j2DAT1vjTiqWXkVp9SbaGnfS1rgzPPlSPJG1yK0WGxarfdoa5LHMVFZSrb8tbhBeXLEhXFVmsukG0R7a8dMYraey2V2suviTgHGB0Vq/fUoblzuL1Rd/KpzCA0av60i8SXlCLBYyPeVk59eQU6hwp+WGNw0PttPasN0IMs33srN5H12tBykoWUNh+QWkZxWTlbMoPG4jGAwyOtzN6FCXmfowRGvD9qi7HMMDbex85d/weafOD5Aog31NMVNjxkcH2P7iv+D3jRMMBsgrWcWS1TcxNtrH7lcfxGqzR6ToGEaGOmlv3GXk9DfvxeFKp7BsfXh7btFySio3Ulq9CbvdxehwNwe3/3SaCZ7iazu5k+KKS0hJ9VBavWlKgJ9pvs/e8WGa694wAvz8Gmx214yD4GMpqbxkVjP7Rqo/8jxrLr0Dq9VO2eLLp9R7D/XgJ6pkqdXmIDu/xpyPIGBe4AZxOI2xCHa7i0xzojzjDp4Nq9XOQG/jtGMvHM5USqs2UbjoQmw2B36/l/am3bhSMskuWEJp9SZcKZn0dR2n4ehLpKRmk55Vgt2Zis83jt83gc3upGbVjewb/CEH3v5vKtR7Ka64hKzcStZe9jlOHn0pZglSIcTZIQG+eNc5tu9pXCmZZHjKwgHe5MAiGAzQWPsKS9Z8kPSsYnKLloerSCRKT7umYulVOF3peHKr6O2s5eSxVxgf7WN0uIeJ8UH84Zltg6y8+HaycirmWYv8lInxoahgJFTuMywYxO/3hvO2A0E/FosVV4rRyxkMBBgfPxXMWSJ68Gc7Y+10Sqs3kZZplCxtO7mL8bGpPcJDfc30dBwNl5ns72ngxKFnidXbbbU5jHrmmcVkeErJyq2MqsoS8Pvo7tC0ndxh5hpPFQz4aW/aTXvTbtIyi8gvXkV2wRLcablYLBZS0/NITTequ3S1HYqZwrSQwX18wWmDvmDQj9/njxkoHz90KhWlevl14bs3fr8Xm80RHgg+1N/K4Z0/m/eg3mAwQGvDO1QtvxZ3Wi6p6QVRufiZ2UYg29/bwEDvScZHB3C5MyksWzdjdZtEGepvoaddk1OoKChdQ1Pta1HjckLjS+IPPj819mGmMpkOZypq3W3Tbk/LLIo5l8WBdx7F2zP1c8gpWMqSNTeHy/8O9bdwdN9TjA33UKmuoaRqY7itJ686nLIYi92RwtK1t7J/28PUH3mB/u56lqy9BbvdZYwpajuc8DFLQoj5kQBfvOsEA36O7Po56y7/PA6nUWt9IEZw19myn7LFl+NOy6Vs8eaEB/ijw90EAn6sVhuZ2Yvo7awNpwUspKN7n4xbJnPXq/8+ZR9PXjUrNnws/Hjfm/+1IEHryaMv0dd1gspl19BY++q07VpP7qC7/TADPSfjBhTpmcWs3PDxqAuYQMDPYG8jA70n6W4/Eg5wZ1NT3+cdpfXkdlpPbifFnU1qRgGZOYvIzC7H4Uyj8djU2WGTWW7hsqhJ3Ib6W8Iztw72NXNw+0/nNSYjUm/nMaqWXwtg1nk3AnyjJ9uYEK6/ux4wLsTLazZTVHERLfXvMJfylwCNta/G/F653FlxA++mE2+SU6iwWu2UVG2k/sjz4W0WM8CPl54zlxl4gwEjzS3g95kzaRszb7vTcnG60vF5x8yB+RasVmv44nq61K/+ngZ8vjFsdiftTXs4fnBrOO2us2U/JVUb8fu9DPY1MTrUhcOZGq5wtO+thxkb6cbv87JoyZXGXRtHCqkZBQwPtNHbWcuBbY9Quex91B74jQT3QpxDJMAX70oOZ1pUT27V8us4suvxKe3aG3dTuewa0jIKyClUCZ1gKjKv2T6Heu5nQ2b2ovDvFquV7Pyl86os40rJiuzMjGl8tBe9+wnsDhd2h2vaNuOjvVisxniAibGhmBVpBnpP0ta4g9yiFfR1Haevq46+rjrcaXms3vjpmDOCztbocDe7X3swnJbgcmczPto77+Oda1JSs1m86gOAcdcnNFdEg36RVZd8EndaLg5nGuOjpxfgR07QZIuY1CqvaAU2u4tgMEiPWc2nvWk3ZdWXkeL2kF+6es4Trs3XUF8zg33NZHhKKSxbR2Ptq+ELw9AYgXhjMcJ3QHzjvP3CfVHbIstkglHlZs/r359yjFC74cH2Od3B8/vGqTvwW9Iyi2g+/kbUtuHBdg68/d8M9jeHL1DyS9eEA3zvxFD4Qr6x7nUCAR9Nda9HjYsZGerk0I7HZn0+QogzQwJ88a5Uuex9WCzWcG5pTsESCssvoL1xV1S7jua9LFryHqw2O9n5SxIS4NvsKbhSMimpvCScvzt2jgSGzpRMUtPzp0w5HwrwhwbaSM8sorhiw7wC/HWX3xmuxpNIe9/4QVS50Uj1R17gxOHoet2JyJeefIzzKbi3Wu2odbdhd6TQ39PAQM9JymuMmV0Hek/S03GUnIKlLFt/G/u3PXJa72dkSkjkWIDQ5GYDPQ3hSj4TYwP0dGhyi5azaMl76G49lLDc95m0Ne406sRbrGR4SsOD8kMVouLd0QrV8p8Yn18q0+kKXdjGMtsJ0gL+ibh31YQQ5xYJ8MW7Tl7xqnBQoff8guKKi8jOr6FSXUN/d31UNQifd5TmE2+ZQU59Qp5/xYaPRE3cNDbSS1frYTJzKo2cd3OZPGg2lOtrtdqjBoeCMdjOYrVhszkZHuzA75s5fcZqc5KWURjugaxafh12u4v+noaoYMDhSifdnACn8djLlC3eTIandF53NLwTIwsS4Ef2Ak8Wq8RmZFA4eWbfmYR6Uucz4VdysLBk7S2kZRYxMT7E0b1PUlR+QVSLE4eeIyungrTMImpW38TRvb+c9dHtDjcudxYOZyrpWSWUVm0CjNSp/h6jWlV2/hIys8uBqTPJNta9Tm7RcuMiuWpj1GzPC6m79RDu1FxaG96Ovutgfp/j9eCHyrme6RQWq81h3AUJ+I2KWBFVsRLJYrFGjMPxx30vhBBnhgT44l3F6cqgarkxS2VX60H6uuoYGexg3eWfx+5IYcmaD7J/2yNE5vY21iY2r7q9cXc4wO9p19Qd2oo7LZdVF98+q/0zPKWs3/wn026fHLBaLFZS0k5NFlSx9L3YHalRZTnByBMeGepif7nPAAAgAElEQVScUhI0dKdhYnyI3q46bHYXGZ5bqFp2LQM9DXPKxQ/f7o+RC73p+m8AU2f6XHnxJ8jKqeDY/l9FpWRk5lSEBxv6ZnFBE2k2s62eiWOcbaEKOanpeRzd+yQAi1e9n9xCRTAY4Njep2LW/R8f6+fksZepWn4decUrmBgfoP7IC7N6TqcrnTWXfibquwfQ2vAO46P9WCy28HwQg31N9HYei2o3MthOd9thcouWU1Z9+ZQZnxdKIODj5LGXpqwPB/hx/h2kmbMOj4/0LczJTSO3aDlLVt807/1nGhAcy3TjHIQQZ5YE+OJdw2K1odZ/CIfTzcTYICcOPwcYvWoNR19k8co/IMNTSmn1pTQffzNxzzsp6byr9SDpnlI6m/cz2GcM7nWn5pg9bEbteWNwXXQA6XSmY7XZo8pkho5vtRmTXVms0eUyixZtoGrZtVGDTEMXF96JEYb6W8jILsdud1F38Ld0NO2Jek6X20PxIqN0Z2vDdggG6Wo9RFn1ZaRmFLBkzS0c3vWzWZfoXKh0ijnPbJqIWUIXaKbRM8FuT2H5ho8aMwZbrPj9XqxWOxXqGgrN1JiTx16mP85dq9aG7WTnL8GTV01J5UYCAWPyrZmMDHXS31OPJ7cKML6HLfVvh/PDyxZfhjsth2AwSP2R2HX96/ULePIWG6UbV9/E/m2PLEjP9GyEBur74pTtDKW4jQzPopRrIgUJ99yH5rQIBvxxZ8O22Zw4nKmAMTHbTBeyFqxYLBGVtJL434UQ5xMJ8MW7gsViY9n6D5PhKSUYCHB075NRt9nbG3dRULqGDE8Z5TVX0NOuwzXyT/+5oyeSCgR8U2ppD/SeZNvvvhn3OKGe7LmUyeztOEb1iusBo2b78EAr3e2avq7j4VlvL7jyy9jtrph/yKtXXI/VZsc7PhxR4zrI8cO/Y+VFHyc7fzFL197Csb1PzapH+1zp9U5EEBIvSDod0ReEM4xIniVXShZ5JSvDgzntjhSy8xYzMtRJd9sRertqqVl9E3nFKwDobtezusg9uvdJ1m76LC53FmXVl+FwpHL88LMzTvjU2rCdgZ6T4WpGoe+FMTPu5YBRIz90ATzZ+Gg/jbWvUrnsGtKzilm86gPU7n962ucLvaflNVfMYmD13N7zUPnY6eryZ2SX40zJAGaf754onS375jxWJr90TbjX/8DbP57T5GVCiHOHBPjivGex2lDrbiM7vwaA44efjfmH9vihZ1lz6R0EA35cbs/MAf4s47uoGvNn2PhYP50tBxgeaKWr9dCccoALyy8Iv2eNda9G9ZIP9NTTUr+N0qpLyStagSsli2P7nmJsJFkGmp7DvYwRqSun+93JzKlg8cr3445I0fJ5x+hqPUBH8z6G+lsAIy/e5x0xJu4a6uLYvumD5Ug+7yhHdj/Bqotvx2Z3UVhuTIhVd/C3kS9oyn69HUfpNSvjhM81exFq3W3mzLi9NByNPytvS/02svNryMqtpKB0NRPjA9PeQZh8kR2PdQ7vucVqC8/bMF0PfmiSMJ9vPPx+R1qIMSlCCCEBvjivOV0ZLLvgw6RnlQBG2sHkSjkhwwNtNNa+Zub0dsRsEylUPWOmWNFiscVvsMCO7Xsq7nareX6RPccZ2eVULTNqk/d319N2cueU/Rr073GlZJJXvJIMTynrLv8CnS376Wzed8Z7Kufu1GuNNWnQ2RQZjFpP87sz1N8aTrcYHe6hpX4bnS37p6Q0+byjHD/0LIP9LQz2Ns6ptv3wQCuHdz7O8g0fpeXEtiljVmYTXOcWraBm9Y3GLKu+cY7s+vms0q6O7nuKtZd+BmdKBmXVl2GzOc2KSdH/KC1mtaqW+rdjzrbqdGWyeuOnzPON/Z5bbQ4jLctiNWrBp+dRUrkxXOJ2NMY4AFdKVngegYGehnBaV3b+Emx2F66UjPBFNEFwp+Vhd6QYKXqBAEEC4X1CFwLRg+wt5gB7K1arHZ93jNHTTAOanFIohEhOEuCL81pZzeZwcN9U9/qMFTfiTTSVnlmM3enG7nCTmVMRrgvu90+fewtz6z2czXFCpTUTJRT8hI6flVuFWv8hrDYjYKg98Otp9z2272msNqPMqNVqI69oRVQef2p6PlarPVwZKHTuNrtr2omlnK7MqMehfRyO1Kh9QrnPYIwVsFgs5jgEG8MDbfFfcwI+k0R9rvGOaznNzzrgn6Dp+Bv4JkboaN7HTFejk+vKWyxWHK50UtPzgelTrAZ6T7Ln9YdilgqN9z5ZbQ4q1TUULbrQPH6Qo/uenvWgWe/4EEd2P8HKi2/HZnNQXHEREJxSFjVUgcrvG58x5STUdrKi8gvDM/hONjbSG7OiVOWya8JVqjqaTs2WneEpo2zxZVFtx8f6Ka2+NKomfizxBtl3NO+ldv/0/15nJfL7t0DfcSHEwpMAX5zXjh98hvHRfqxW+2lXw8kuWBIzf7enozbufolK0QkFularY4aWc2O3G5PwWGxGcFxQutbIyQ8EOLr3l3EDomAwwJHdPzemvK+8hJPHXmKwrym8vWrF9WTlVEzZr6TyEkoqL4l5zFBP6mSVy66ZNsC68Movh38fG+1j1yvfm/acIfoiSe/5JUP9zXHbR52HuobcouULFvxEBpiJeI6WE2/Naz+bzckFV3wJh+vUhVS878J08wCE73TFYMES7pkOBPzU7v/1lNSdmQz1N3N0zy9R6z/EUH8LJ4++PPUcpgnaQwJ+H/1m5anpKjK1ndxB2eLLw5NWgTHrbE/nMU4cfi7mAPKO5r240/OxWm30dJy6AOjtPBYV4Pd319NS/zaVy96H3zeO3+81LqaCwRnHeoRKVNoSNMA1MkXpbN99FELMnwT44rw3efbG+Qr9gbdYrOEBqy3179DffTzufon6Ixm+RW9LXIBvd6SGL0BsNifBgJ9j+55iZKgTv28sPJlPXMEg9UeeZ6i/lb6u6IudYCCAzztm1t8OhHuAEzFA1YKRmhAKcEJzAcymuo3V5gz/7p0YntNAwlCNb5vdOUPL+YkK8BN8t2Yu/P4Jmk+8GS5ZOTrcM6/qUvEuSP3+CY7te4pg0E93u55zcB/S23mMwzsfZ2SwLWYN9rd+949x9/dODM84cD0Q8NHddhinK53RkW4Ge5vo6z4x7eBa47xqGehtJD2zOGr92EgvrQ3bGRvpZaD3ZPiOU92B31B34Ddxz2OhRY4JkPEBQiQvS+QV/5vP/sM5PPJMiLMvv2Q13okRhgda406uJMT5wO5wU1x5Cf3d9ebcCvInQggh5mPT9d84owNcpAdfiDnobNl/tk9BiDPG5x2l8djLZ/s0hBBCzJGMoBFCCCGEEOI8IgG+EEIIIYQQ55HJAX77WTkLIYQQQgghzk9nPL62JKKslhBCCCGEEOLcICk6QgghhBBCnEckwBdCCCGEEOI8IgF+Amze8tDNZ/scRHKQ74qYC/m+iLmQ74uYLfmunP+SLgdfKWUFMoF+rXUwYr0FcGmtY88zfqqdE7DO1G4u+oZHhzxp7rSZWwohhBBCiGQ17vW1uxz2orN9HjNJxomuioBmoARojVhfCjQqpS7QWu+Os/8VwONKqQqt9VAiTsiT5k674e4HEnEoIYQQQghxjtp6712FZ/scZiMZA/zxST8nr2+ZYf9rgVcjg3ul1FeAf5vU7gmt9YfnfZZCCCGEEEKcBckY4PvNnwEzLScFCAIBc/1ErJ2UUpuBVyMeh9J70gEfsEtrfaG57TtATuJPXQghhBBCiIWVVAG+UupWoM18+Gfmz7XA+zkV2NebwXs68BWt9YPm+jGMvH2PUirP3H4Co+ffYW6PFEAIIYQQQogkk2xVdP4fcJH5+xvAl4GPaK1dQLm5vkJr7QFeJzpo9wIopa4wtwGgtfZh9NZ3LuypCyGEEEIIsfCSJsBXStmApcBBc9UOoBu4Ms5usUoEvQUsApZFrLvKPF5IAFiqlFqplMqd90kLIYQQQghxhiVNgA+sAWzA/oh1m4E3zdKXllg7KaVSzFx9ALTWXmA1oM3tHwUuBH4UsdsLGKk/B4DrE/gahBBCCCGEWFDJlIM/CHyF6Oo5HwP+CSP/PhTEdyqlhs3HlwA/BO42981QSh0x2znMn1uBW7XW4eo7WutnAKlrL4QQQgghkk7SBPha61qgVinliVj3r8C/AiilbgfuBdzAYq31YOT+SqnfA08BFwPFGBcKJ7TWfUqpDyulno3xtF/SWv/HgrwgIYQQQgghFkAypejM5IPAgxg59l+LsT0D6DXb/WTStlHgx1prS2gB9jK11r4QQgghhBDntPMiwFdKKeBG4HHgb4G/VEqtmtRsMUaJzacwBtgujtg2XUlM/zTrhRBCCCGEOCclTYrOdJRSVuD7wMNa6xPmuh8CP1NKXa617jObXg7s1VoPKqWKgPyIw8QcoBtnfZS+4dHhrffeJTn7QgghhBDnsXGvr93lOPfD52TswQ+9qzbz53cxeuP/JqLN1wEnsFUplaWUSgX+AHje3H458C/AsPnYCnxKKRUMLRhVdGb1/tx436P3Y1wMyCJL3GXzlofuOdvnIEvyLPJ9kWUui3xfZJntIt+V+S8uh72IJJCMAX6o+k2eUuoJ4I+B27TWXaEGWusR4GZAAdsxJsfqxCh/CZANVAN3mo9dxM7BT1noFyOEEEIIIUQiWYLBWHNBnbuUUouABoxJr74L/KvWeus0bddhlMj8KBiz1iqlsoFBcwbbULtUc/vIfM6pb3h0yJPmlhQdIYQQQohzlJlekxQ98Kcr6QL8SEqpzwBbgEqt9awGxCqlfgV4gPdorQMR6zuBB7TW3zQfF2utW2d5KsEb7n5gTucuhBBCCCHOnK333gVGqs15L6lSdJRSDqWUO2JmWgW8Pl1wr5RyKqXcEY8/jzGL7SeAHKXUK0qpS83NI8CYUqpaKXUvcFwp9X8W7tUIIYQQQgiReOf+MOBoHwceBjAqYxqUUh+Js88rwHuUUl/C6O3/GFAGlAKFwP8opdYDQeAbwBeBZzDq5b+S8FcghBBCCCHEAkq2AP+XwKvAGMZA2f3AFUDtNO1dnKpl/2GMAbr3Ac1AK/C/GIH8X5pt7o9I0bkSeE0pdW1EqU0hhBBCCCHOaUkV4GutB4ABAKXUdcABrfXr5uMsYAfwVa31b2Ps/gVgY4z1DwH/DlwNfM08LsAqoF6CeyGEEEIIkUySKsCf5PMY6TUXAAcxeudrgHYApdRiYFhr3Wa23wD8J/CtiGMswxhs+z2l1Dcwauc3mtsmgLoFfxVCCCGEEEIkUFINsg0xB8auA34CPItRBtNlbh4wf96LkUsfMoERwH86YrkKGDe3P4wxaLcRY5Kr7wP/vDCvQAghhBBCiIWRrD34/wD8AKPHPhV4AmM2W4AMpVQBRm797RH7eIEBrXVlaIVS6mbgO+bDCYwZcP8aeNp8jt8v3EsQQgghhBAi8ZIuwFdK/SFwGfBJ4B+BJ7TWQ+akVmDMWnsLcAJ4MmJXC0bwvydiXdakw/8K+KLWekwpZQW2KKUe1lqfWIjXIoQQQgghRKIlVYBvzmL7PeCbWutmpdQXMKrpgJGmMwx8FtgE/ChyIiuM1zpMdK/+jcCd5u9BjAmwSpVSfuBm4G8wgn4J8IUQQgghRFJImgBfKVWCkW9fh9Fzj9Z6FBhVSt0IvBejZOZzwP/VWv/jpEO4gIDW+oB5vGeA6zCq6AA8jlFKM5SW4wXu01rvWLAXJYQQQgghRIJZgsHg2T6HWVFKpWHkx383ojIOSqn3AU8Bf6e1/rZS6o+Ax4D7gb/RWk+Y7YqApcCbWmtfZJUdpZQd2Axs01qPKqXyMCbE+q7WesY3qG94dMiT5k5L7CsWQgghhBCJMu71tbsc9qKzfR5nQtJU0dFaD2ut7w4F90qpKqXUf2BUyvmO1vrbZrvHgTuAPwX2KaVuV0o5gL8F/otTdy0ew0jnAeN9eBa40nycAfwT0ek807rxvkfvx8jxl0WWuMvmLQ/dc7bPQZbkWeT7IstcFvm+yDLb5d36XXm3BPeQRAF+JKXUjzFmr70MeJ/W+u7I7VrrH2NMajUIfBkoAT6D0aM/ZjY7CFxstp8A9gKXmI9PYNTMv1spZVnwFySEEEIIIUSCJE2KTiSl1CogR2v96gztrEAOMAp8APjf0MBbMw1nTGs9ZD5O1VqPROybC6C17p7pfCRFRwghhBDC8G5KhTlXJWWAH6KUugSo1Vp3mzn6LwN/qbV+cYb9rgTeMfPtUzGq69ygtX52nqcSvOHuB+a5qxBCCCHE+WPrvXeBkRYjzpKkTNEBMFNnHgXuASNHH+gGvjjDfh7gJeBSc9Wo+XMs9h5CCCGEEEIkj6QN8DFq2JcD34xY90/ALUqpZXH2uxk4GOrlj1UlRynlNHv2hRBCCCGESCpJUwc/klIqBXgA+J7Wujm0Xmv9olLqWYxA/6Zpdv8CsEopNTmwf0kpFfm4AahM2EkLIYQQQghxBiRrD/43gBTM9JxJ7gKuVUp9cvIGpdT7gdVAFcYMuKEFjDsC2RiDckswZsMVQgghhBAiqSRdD75S6mrg68CHtdZDSql0ICvUk6+11kqprwE/UEq1a62fM/fLxih9+Z9a6/pJxwQY0lr3ncGXIoQQQgghRMIlVQ++Umo18L/AD7TWT5qr/wg4Zs5MC4DW+kHgZ8CTSqnPmKuDwA+Avz+DpyyEEEIIIcQZlTQ9+GZP/W+B/cDXIjZ9Hnhaa103aZc7MEo0fUop9QvAD3wb8M3wPBaMCx8b4ARGQrXzhRBCCCGEONclTYBvpuP8EXAoNButUuoGjJz620LtlFJ2rbVPa+1XSn0aSDX3DUa0ifUUkwfZhqwH9iTulQghhBBCCLFwkibAB9BavxX63exp/3vgO1rrRnOdB3hbKfUprfU2s+d9yNylEiNNxwdMEN2T34sxyPZ1jN57C8Z74wTaF/I1CSGEEEIIkUhJFeBPcgeT6uBrrfuUUq8BP1RKrddaT0Rsa4h1EKVUaByCDLIVQgghhBBJLykDfKVUNXA/8DWt9YAZpBcApcArwKeBvyJ2Gc3JTnsq5b7h0eGt996VdrrHEUIIIYRIduNeX7vLkZQh5nkjqaroQLiSzutAJvCnSqkWjJSbVuAZ4Ivm9q8rpapmccjTDvBvvO/R+83jyCJL3GXzlofuOdvnIEvyLPJ9kWUui3xfZJntstDfFZfDXoQ4q5Lx8qoO6ANeA/YC2lxXq7UeAlBKOYBDGPXyPz/D8Rzmz6S72BFCCCGEEGIySzAYnLlVElJKrQKOa61HZmhXCjQBH9Ba/3Y+z9U3PDrkSXNLio4QQgghzglmmkzMnvTNWx7a8tqWO7ec4VMSZ1Ay9uCjlPoGsFpr/UcR69KAbcAntda7tdYHZnm4/wBemG9wD+BJc6fdcPcD891dCCGEECKhtt57V+HZPgdx9iRrWsoYMD5p3TiwihkmsprG8dM+IyGEEEIIIc4BSdWDr5RKAbwYs9IGlFJ2jAEd6UAoRaZAKbUWsGmtd8U4RrbWujdilR3omtTmCuCd0IRaQgghhBBCJItk68F/BmPiqm8CHwP6gT8BngaeM9s8ADwJfG/yzubkWFop9RcRq7MxJsAKtSkEXgS+sADnL4QQQgghxIJKqh58rfVVAEqprwLrtNafNjf9m1LKDYwAVwB3AptiHGIFkA/8OmJdDpAS8fhjQCdGbr4QQgghhBBJJakC/EnKlFJ/jlEq8yJgB9Cnte43J74ajLHP+4ATWuvDAEopG1AFlJiPU4D/C/wwchZcIYQQQgghkkXSBPhmes33gbXAGmAAo9b9c0AZ8PfAO2bzEU7Vt4/0SeA3EY9rACdwqfn4csAD/CDBpy+EEEIIIcQZkTQ5+FrrIHAM+Hfgn4GtWus/1Vrvw5i99hCwQSn1CNALlEJ45tuQz2Dk6Ie8D+gAipRS67XWLwCFWuuGhX49QgghhBBCLISkCfABtNb3aa3/G+gmYmAsRuCejZFjv9b8uUEpVQC8qZS61Nx/t9a6PmK/DwO/wujV/wuzzdBCvw4hhBBCCCEWStKk6ACYZTH/AaPn/UVz3QeA7wKf0FofVUpdhZG+sx7YA7RgTIA1+VjXApuBrwI24B2l1GNa619PbiuEEEIIIUSySLYefB8wATwF/JM5SPYO4B+11k+YbXq11n7go8C3gJvN9J4wpdQi4IfAd81e/R3Ad4DHlFLvOWMvSAghhBBCiARLqh58kwv4tda6Uym1AbhTa92llKoGbtNa32e2+wnwZqhiTohSahXwS4w8/a9HbPpzoBx4Xin198D9WuuR2ZxQ3/Do8NZ770qbuaUQQgghxMIb9/raXY5kDPNEIiRVD75S6iKMMpYBc9V/AJ81f7cC34oYVPsvwN1KqTJz31SzrOZ2jBKa12mtR0PHNnv9/xC4F9gC1CulvmNeOMR1432P3o8xo64sssRdNm956J6zfQ6yJM8i3xdZ5rLI90WWyMXlsBch3rWSKsAH7gf+R2u903z8n5gBvta6FngZ+DPz8e+BN4B/VEplYQT23wb+C7hca906+eBa66DWegtG2czDGDn6U9oJIYQQQghxrrIEg8GZW50DlFIe4CHgr81gHqVULnAX8Hda63Gl1EbApbV+xdx+AZCvtX5OKbUSKNNaPzfN8TO01oOT1qVprYdnOre+4dEhT5pbUnSEEEIIsaDM1JvT6p3fvOWhLa9tuXNLgk5JnIOSJjlLa92HkUIT6RmMevjj5uN+4JBSqkhr3a613hWx/0HgoFLqbeAHWuv/Cm0zJ9F6Sym1W2v9iYh9ZgzuATxp7rQb7n5g5oZCCCGEEKdh6713FZ7tcxDnvqQJ8AGUUldgBPU+c1U6sEYp9VXzcSjl6KhSCowBuX+ptf7XiMOMY5TRjPQhYCXQppT6T3OdD/i61MUXQgghhBDJJNly8N8E8oBsrbUHeB34K621x3y8xmxXobXOAjIx8vQjBQFv6IGZ5vMAMAw8ArwAXAsMSXAvhBBCCCGSTdL04CulHBgjw8cn17WPww84zX3fBqoxev03KKW8wF8DnwJ+jRH43wLUASeBv03sKxBCCCGEEGLhJU2AD3wMeBDwKaUCEevXKaW+jRH8j2Dk4debKToWwAH8CeAEPo0xc+13zJ8TGFV39gBXA48DacDfAUUYgb4QQgghhBBJI2kCfK31j4Efx9qmlPoO4NFaf3q6/ZVS/yfG6irgcoyUnAaMXvt+4DKMAblBjMmznj+9sxdCCCGEEOLMSJoAP0QpdRlG7n2sbZ+atOoGrfWz5u+x0nrqgBbgu8BujEm0btNa/4FS6s8wgv8XE3LiQgghhBBCnAFJF+BjpOGgtbaEVsTqwVdK1QNjEftZgZ9iVNa5yPz5KMbFwg5gFCOdx66U6sd4b75oznArhBBCCCFEUkjGAD8IoJQ6ErGuALCZE12FlE7azwXciZGP/6D506W13osR2GOW23yP1vrmBTp3IYQQQgghFlQyBvh2AK31stCKOD34kb4EHAA+h1ES836MevlpGD35Y8BSoFAp9ROMC4Ivaq07F+qFCCGEEEIIkWjJGOB7AJRSfRHr3IBFKRXZ854JpIQehAbKRkyAdQewHWNg7Z9jpOh8BtiEkYufAvQu1IsQQgghhBBiISRdgK+1fgEjmP9DjAmqPqe13hrarpT6DdAM3K217jLX1QC3AiswJsP6b+Ag8FGMqjlfAQKcuijYBtgwLgBunemc+oZHh7fee1daol6jEEIIIUQs415fu8uRdOGbOMOSbSZblFJVSqmfAd8H/hn4/aQm3wKWAbVKqT9XSrkw8vG/DawHvgEUY5TGTAWeAJZrrSuBe4Hfmb8vxqibP6Mb73v0foya+7LIEnfZvOWhe872OciSPIt8X2SZyyLfl3fH4nLYixBiBkl1CaiUugP4T4we+KWx8uO11q8DVyqlPgz8G3AF8IfA+7XWz0w6XrXWejRilYNTOf4TGBNhCSGEEEIIkTQswWCs8vDnJqWUHVimtT4waX0Z0KW1Hpu0Phtwa61bZnn8vwGu1FpfM5fz6hseHfKkuSVFRwghhBAxmak150Tv++YtD215bcudW872eYiFk1Q9+FprH0YlnMl+BRwBPjapfS+zHCirlHoRODHX4B7Ak+ZOu+HuB+a6mxBCCCHeJbbee1fh2T4H8e6RVAG+UioLI29+HGNQbEg6oJVSnoh1VsAJTGite2ZxeJ+5CCGEEEIIkbSSKsAHvgrcjZEbHwrGrUAGRmnLr0W0tWKUw3wM+ONZHFsCfCGEEEIIkfSSKsDXWt8D3BN6bPbofw+4HXgEeAl4R2vdNHlfpVQ5Rg19H+ZsuJOkABlKqZUYJTLtgE1rvT3BL0MIIYQQQogFk1QBvlIqHXgPsAS4HLgG2AtcB5QBNwHfVUr5gReBn4YmuMLo3f8CRoAfYKosjDsDtxIR4JOEpUSFEEIIIcS7V1IF+Bizzf414AWeB7ZorfdHbP8RgFLqQuBTRAyw1VrfBdwV66BKqa9glNR8UGv91YU5dSGEEEIIIRZe0gT4SqmPAt/h1ADbzwKfVUrF2+2DSqkU4O+11t+b5rgbgPuB7sSesRBCCCGEEGde0gT4wC+B3xI9wHY6VwIvYExcZSN2Sg5KqcXAk8B3gZqEnakQQgghhBBnSdIE+FrrcYzee5RSzUBJjGY/0Frfaebgh+rmx7wYMIP7l4E3gL8EfrEApy2EEEIIIcQZlawDSPuAP9ZaW0IL8DQwNsN+ACilNgKvYQzE/bjW2r9wpyqEEEIIIcSZkzQ9+JNMF5DHKn8ZppRyAn8BfAP4B+BerXXcfYQQQgghhEgmyRrgpwEPK6UenrT+wel2UEp9BPgmxuRXN2utn03UyfQNjw5vvfeutEQdTwghhBDnl3Gvr93lSNawSySbZE3RSWNqis5jgE8ZZXUuYmov/16MQborpgnuS5nhDsB0brzv0fsBiyyyzES9KegAACAASURBVLRs3vLQPWf7HGRJnkW+L7LMZZHvy7m9uBz2IoQ4Q5L1UvIaoCVyhdb64wBKqXuAvwX+d9L2w8CXI9cppSzAr4ALMAbt/vvCnbIQQgghhBALzxIMnl8p6EqpXMCttW6aZfu/AjYC39Zavzmf5+wbHh3ypLklRUcIIYQQMZkpOudEL/7mLQ9teW3LnVvO9nmIhZOUPfhKqZ8AtVrrLRHrbgLuAD4BfEUp9azWetssDtcDfAD4ynzPx5PmTrvh7gfmu7sQQgghznNb772r8Gyfg3j3SMoAHyPH/pVJ6z4CpGqtB83Zax9WSq3XWodLZyql6jAG2fowJsBKB4aAQWC3UsoHjGLky6UBGVpr14K/GiGEEEIIIRIk6QJ8M3hfjDFTbWhdDnALcJO56lvA8xiDbtO01sPmehdwu9b6ZaXUOuBlrXW5eYzvAGitv3pmXokQQgghhBCJlzQBvlLqk8B/YFTHsQEvm3Xtf2GuSwF+oZQKYPTMT2BUxRkF8szDyIRWQgghhBDivJY0AT5GIL8VuAej4s2nMc5/E/Azs80arXW9Uupl4BGt9SOTjhEEfmOm4tiAdKVUn7nNDaCU+nRE+0u01jrhr0QIIYQQQogFkjR18LXWw1rrTuAq4EmtdZ/Wugv4K+D7sfZRStmUUu5Jqz+gtfYAm4F+rbXHfPwg8GDE4yxgfMFekBBCCCGEEAsgmXrwUUpdDCwCapVSLwB3AR8CxoCvAvsiUnQuBr4HvA1cbR7CcsZPWgghhBBCiDMoqQJ84OsYM9ZuBJYBWms9rpTymNtnStFxA79WSgWBDKA/IkUnFQhEpOj0A84FeyVCCCGEEEIsgKQJ8JVS1wAfBFZgpOT8s9Y6bgqNUsoBOLTWI+YqN0aKTydwwkzFCbV9BKgP1dZXSjm01t5Evw4hhBBCCCEWUtLk4GPUvf8SRprNhcCPlFJPKaUuimizz+yRvxyj4k4/8P/Zu/Pouqry/+PvNE3TNFDCZKsik+IHHABnRavgxLdKFRQHBkUUK4MK1pn6xVu1OLQiCiLWCS0/JxyYtCAK8i0iKgo4oI/KJChUGVJomqZJm98fe197epuxzc3NKZ/XWnvde8909+m6Xes5O89+9nL47wq32wD3Vg+W1CRpSn4QoLD9JcDfJD23njdkZmZmZjbWShPgR0RvRJwLvB/4RkSsBO4j5eFX7ZtH5a8BToyIaRHxtLzvqaQFru4sHL8S6ASOzJ8PkHQF8FngIlLdfDMzMzOz0ihNig6ApIOAY4CTJJ0C7Ekqk3naIMc3k/Lo+0gTbX8TEX2SAIiI6TXXfgB4X0TckbdtM5J+dXZ1dy1bOK99c+/LzMzMtm49vX0rWltKFXZZiZVmBD97N2mxqqOAxwBfIgXlz8/7qyk6+wNnkkboV5JG6OcCS/Nx20FaPEvStyS9jlQj/95CcP8I4A5JzxquU3MWLV1MSh1ycxuyzaosWdDoPriVp/n34jaa5t/LxG6tLZNnYjZOyvYo+V7guIi4p7ohp9T0A18mV9GpPUnSY4G/A1/Lmw4F1gOHAOcBV5AWvlqSV8xdR5qQ+wvgd3W6FzMzMzOzMdfU39/f6D5sMUm7kHLr9xgowM/HNEfEuvx+Z2DniLh5LL6/s6t7VUd7m1N0zMzMbEA5RWdCjOLPqiypLK/MrTS6H1Y/pRrBl3QaKd9+1QC7VwI3VvPrs+nAGyLi/wGtkvYBeoG1pJr3ew/yVS2kCbY3VB8KhtLR3tY+e/4ZI78RMzMze1hZtnDejEb3wR4+ShXgk4LzayLiwDwBdk1E9BUPKNa+l3Q7KZgH2Iu0qm01wK/+6WJafl1duMwUUoC/I6nKjpmZmZlZKZQtwC8G8w8B1IzYV/0JeFJ+vw4gIm5igPvNC1wREW8au26amZmZmTVG2aroFFeW3RaYEhFNwB3AQfl9K/DMwnHrx7F/ZmZmZmYNVbYAv2iT3HhJTaR7GjZv3szMzMxsa1S2FJ2iZcALCik6VxX2LQAqtSdImgbsQ8rBr/41oFoTvzrhthmYCtw4kgm2ZmZmZmYTSZkD/JcB6yKiJ0+mfRNwLykl55ZBzqlOtF3Lhsm31Um2B+XXagWdnfAEWzMzMzMrmdIG+BGxeoDNJ5NWtX0G0DPAOZtMtPUkWzMzMzPbmpQywM+lMCeTymQWV+o6hbRKbZ+kMs8vMDMzMzPbLKUM8IHXAUthozKZV9Ucs894dsjMzMzMbCIoW4DflF+/A/yANIK/URlMSdVJst0155iZmZmZbfXKFuC3AERELxvXxP+vXPmmC/47uj85B/1PYePJtVW1VXSK3zU5Im4YrlOdXd1dyxbOax/5bZiZmdnDSU9v34rWlrKFXVZWZfulTQaeJ2mk1W2m53O2ZePqOf0DHHtdzecppL8C7Djcl8xZtHTx8srcygj7ZA9jsypLKv6t2Ej592Kj4d/LxObg3sZT2X5tk4FrIuLAkRycy2dOjohOUn17MzMzM7OtWlN//0CD2ROTpKmkIH8d0JdTdYY6fgopwF9d2NZCCvZ7airwFM+bTKqFv3qwY4o6u7pXdbS3OUXHzMzsYSyn4cxsdD+G47/2bP1KNYIfEWsAJF0MPENSsdb9Tvn13sK2ViCAAwvbDgc+DawtVOCZCazKDdK/y1Tg8cD9w/Wro72tffb8M0ZzK2ZmZraVWbZw3oxG98EMShbgS5oG/Kuwqa3wfkp+7ag5bf+cs/8I4AW51UbjJwC/Aa6v2f45Se+PiH9uUcfNzMzMzMZJqQJ80uq02wGHAX8EtsnbbwM+m9/PA3bN71cCu5Fq5Pfm7XuTRuoPzMd8GrgTuAx4UmH724BFwIfrcSNmZmZmZvVQtgB/CnAHsBp4EykgB/h44Zj9gXfm978iBfd3kMpe3gfcCCwGzs7H3E8K5gE+Vdh+L3ARm5bVNDMzMzObsEoV4EdEN7B7/viT4j5JJwAtEXElcGXNqdVzLgQulHQkG0b5fwpcTMrVfx4p7x5Sys7rIqKY529mZmZmNqGVKsAvkvRj4An549z82irppcCS/Pm6iHh94ZyPAkeQUnQ6SLn3f8+7O0h183cCngUsBOYAP67jbZiZmZmZjanSBvgR8bKaTcUR/d0HOed/gf+V9GrgNOByYGfgscCtwOtJqTyHkAL+7rHttZmZmZlZfZUywJc0H/jYCA9/W0RUR/SRtBepis4bImK9pEnAQ6QJux359SmkWvn3AP8ey76bmZmZmdVTKQN8YA1wU0TsX90g6TyAiHhTYdvtpEo6Rd/JrxdKWgacA5ycr/kk0gj+KaQJvZcCf6pD/83MzMzM6qKsAf464Mm5vn3VNABJhxa2TSeV1ix6DXAXqTzmn0mTaf8nIvolnQl0RMSbJDWRFsoyMzMzMyuNsgb4AH8Y4Qh+rfeSKuXsQapx/31gT0n9hfP+CFQD/MeNec/NzMzMzOqkzAH+5vp/wA9JfwVYBJwP/AH4D6km/mTSCrnbADMkvRz4WUSsGeyCnV3dXcsWzmuvd8fNzMxs4urp7VvR2vJwDK1sopnU6A5spmZyik61AYcCh9Zs2xVoB5DULOn/gC8BRwH7ADeQUna+S1oNt4+Ui/9A/vwz4INDBfcAcxYtXUwa8XdzG7LNqixZ0Og+uJWn+ffiNprm30vjW2vL5JmYTQBlfcxspSZFZyA5RWc6QESsk/Q64J6IqKbjnJVb9fjJpIeHvohYV4d+m5mZmZnVVVN/f//wR00wkp5Nql9/aSFYJ5e8PAS4KiIeGq/+dHZ1r+pob3OKjpmZ2VYop95sNaPzsypLKssrcyuN7ofVT1lH8D8KbAdcBvRKmkLKqT8cWAo8B/htroQzNSLqumBVR3tb++z5Z9TzK8zMzKxBli2cN6PRfTAbjdIF+JLeDBwI9AKrJa0lpewcCXyKlEN/jaRmUonMqZJ2Bj4OHD/Krzs7It4xVn03MzMzM6u3Uk2ylfQm4FzSSP0RpJVmt83tFOBWYPu87y5gu4hoiYhO0sTZX+T9I2m/AB4cp1szMzMzMxsTpQnwJe0DLATeHhEXkQLwZmCPnILzKeAj+fCrgW5SFZ2qtaQqOQ8C63PQ/0TSgleTIqIzb/sgqcJOH+mvBGZmZmZmpVGaFJ2I+LOkxwI7SNo9Im6X9CHg1aTg/iLgDmB5RBxFCt4H8nlgJnAY8ELgqcAeknbI559EqotvZmZmZlY6pQnwASJijaQTgT1JOfe7k1akhVQ95zHAzLyqbRMpN/+GiPhk4TIfBW6W9HzgRcDXSA8I9wOfBdYD3wOOq/f9mJmZmZmNtVIF+FkfKd0GUjC+LlfR+STwfdLKtJPzvlbg7uLJEfEvSQuAL5AeFF4P/Aj4E2kF20vyg8Q43IqZmZmZ2dgqY4A/kI+RVqydCzydNBL/3Ii4f5DjzwZOBH4ZEfcASPpK3nZI/btrZmZmZlYfpZlkW9AKTM3vm0n3sAA4KAf0y0mj918f4hrNwDTgyTn3HiDy6/ox77GZmZmZ2Tgp3Qh+RHyw8PEqYHpEdJFKZBIR3ZKOIZXOHMzxpBKbzcBHJZ0KnAr8BfiYpMvq0nkzMzMzszorXYCfK+dUgFWkAH0bSStJI/nbAivzodtKekdEnFNz/k7A/wLHAC2kKjpnk+rmHw78lZSXb2ZmZmZWOqUL8IHVwDURcaCk/YGfR0SHpN2B2yKiA0DSjaRa+LW+ANwYEZfm4/YmBfQH5NKbp5Iq6oxYZ1d317KF89o3/5bMzMxsourp7VvR2lLGkMkerkqTgy9psqRWRpkjL6lNUvE+vw68rfD5QuC4iPgNQEQsjojLR/MdcxYtXUwqy+nmNmSbVVmyoNF9cCtP8+/FbTTNv5f6tdaWyTMxK5EyPY6+HPgu0AOsl9RZ3VF4v7K4nbSo1ZeAp5HScaiO3FdFxJ+BPxeu9QJgv9yWjf1tmJmZmZnVT1N/f3+j+zAuJJ0DPCEiDhzimMnAi4GvAL8D3hkRtw137c6u7lUd7W1O0TEzM9uK5NScrW70flZlSWV5ZW6l0f2w+pkQI/iSLgeuiohPjODY/wDvi4iv1Wx/CfATYEZE/HuAU98O7Fw4/qXAFRHRnz+/i1Q7/3Dg0aPpf0d7W/vs+WeM5hQzMzOb4JYtnDej0X0w2xzjGuBLagJmktNsCrvWAZMkdRS2NQNTI+KfNZdpBQb6s8O9+XXtAPsA3gAskvQKYHvgYuBg4Mq8/7fA8ZLac9lNMzMzM7PSGe8R/O2AO0hB+DrS5JVtSQH7S4CFbChz2Qy0VfsoqY0NDwZNkqbm8/qBPmqC/jwhd1pEPAAQEV+XtBdplL8PeG1EXCnpPmCHwqmrJAHcGxE7Y2ZmZmZWIuMa4EdEJzAF/jua/1Vgb6AT+BVwIvChiFhSPC+P7D9Q2PTV3BYA+wOvLOx7IAfoADfl/VX/B3wAuDAifpi3rQWOjYjzCt93KPC5zb1PMzMzM7NGaUiZTEm7AZcB+wKvIAXZK4FDgI9LOk/SvoVTVpJG+p+bP78ZmAZ8nFTDfjKp3CWkibFNpKo5BxS+843AD4FLgAMLpTMHS+kZVTlOMzMzM7OJYFwDfEn7Sfo68JfcZkXEf0jpOM0R8WvgyaTUnesl3S3p4Ijoj4hVwOx8qSnAnhHRExFrgA7gZXnfWwAioi8iVufv3R34GPAa4FhSDv6z8vH9wNck9Vcb6UHAzMzMzKx0xnsE/zagC3gqcCkwPW9/AFiT3z8H+BCwI3A8cAVAHnF/Qz7mPcBPJVXPPxH4T34/U9Jri18aEbeTHgh+TMr9fwB4RuGQYyOiqdqAw7b8Vs3MzMzMxt94B/h9wDvy4lKfBfaXNA04BvhKzsv/KCkvfxXwI3LOPikVZx3wIHA2qZrOiZJmAu8mLWoFKXf+HEmPKn5xRPTl7/oBsALYs7B7oBH8trG9dTMzMzOz+hvvAH8l0CmpB9iHFGyvJKXlPECqkrMPqdLNStLk2x9J2h74FGkBqv6872Dg07ndTsrpB1gC3AL8sFh2Mwf8PyOVx7yClNZTdSwgUj7+dnkU/wDMzMzMzEpmXAP8iGgBdgLuypteC7woIm6KiKmkFJ5+YDVwYkRsExEvyudMBs4pXOs3pJH/I0kpPdUymX2k0f49gd9K2jfn4N8MXBoRZ5Fy/ptq+vZXIIDDJB0O3ChpjzH+JzAzMzMzq6tGVNF5H9AL/Jk0Wv99SW+TdASp8s2fgNOBM3K1HSLib6RVZjurF5G0C3AWcHFEXFr8goi4DXgx6UHilpyD/7KIWJgP2Z4N9faLTieV3jwHeEu+jpmZmZlZaYz3SrZvAU4FDgS+CPwGeAEpXeZi4DigAvyCNMp+taRX5hH+W/JlmoCmiLhL0kHA3wb6roi4KV+7+vna3IcmUgWdRTV9ew0pdeco0gTc34/0vjq7uruWLZzXPtLjzczMbOLr6e1b0doy3muCmm25cRvBl9QOHEGqWPOr/N3N+fUHwDci4kLSKP7kiPgI8HXgm/ncqlbyxNuIuC4i7svbm/PrgP8TJU2StA9pgazHkB4oyNd6a96+F6mU5m+BP0j6kaQ9B7pe0ZxFSxeTHzzc3IZqsypLFjS6D27laf69uI2m+fcy9q21ZfJMzEpo3AL8iOgCXhIR386bWoGppJSct5BKXxa3ExEfBvbP51a1sKGyTtHUmtdaM4EbgFcDb46IeyTtTCrHuQPw9PzAsIa04NZJwMqIuHXUN2tmZmZm1iBN/f39wx9VB7mG/eqI6BvH7zwQ+F1EPJg/b0OqxnNlRDywudft7Ope1dHe5hQdMzOzrUhO0dnqRvFnVZZUllfmVhrdD6ufhiWWVYPsLSXpO8A9EXHyCA4/AfgnMC9//j5wQ0R8X9Jk0lyADmAX4Gmk1XU/NdxFO9rb2mfPP2Oz+m9mZmYT07KF82Y0ug9mm6MhAb6kW4E9RnDo7yLiafmcbYBppAo8xT87rAd6ijXvSblzU4EHa9J7eoCHaj735PeXkyb/rgTuA/4N3CKpNSJ6MDMzMzMrgUaN4PeQVrI9c4hjTgOeVPh8HPCZIY5/7wDbjgXOk7QvcBUpv79P0jF5/yOAAyXdk/v00YiojOgOzMzMzMwmoEYF+H1AZ65PPyBJD7LxSP05pFVqeyJiXeG484Dbi4G5pEmkEfxegIj4PbBj7bGSLgRujIgvSHrZWNyYmZmZmVkjNSrAXwd8WNKHhznud9U3EbEWWDuSi0fEetJquAOp/d4bC30yMzMzMyu1RgX4U4BPA2cPc9wmue+S+thQ8764vRi0/yoinj3INRfUjOBXTQaOl3Ro/twEtAMnRcTlw/TTzMzMzGxCaGSAf09E3C7pPcAJEfHY2oMkbT/AuT3AUXlRrE1IOgU4bDP61AJ0A53A40gB/l0M8JBhZmZmZjZRjdtCVzWmA8W68xstTiVpR0lfAX4v6VE1564fwfU3GeEv+LCkfkn9wCsL27cBzo2IA4HvARdExLMi4ucj+D4zMzMzswlh3EfwJbUDOwP/ypvWkSfDStoJOJFUp/5uUpWd2tz4NuCHkob6mutrvrMN2I70l4NPAp/Iu/4f0JZLbO4M3L9ZN2VmZmZmNkE0IkXn8fn1L/m1H5gu6dvAIcDVwJHAsogYaJndnfLr0cBHgD3z8R8A9s37alfHfSlwASkFpx84vrDvQNLCVrsDt2/G/ZiZmZmZTRiNCPAPB+6IiNsK27YFbgWeGBF3VDdKaqoN8iOiM+97OXBVRHRKWg2sr+6rFREXAVPyBNp7I+IaSXsD+0fEtyUdCLwG+PXY3aaZmZmZ2fgb1wBf0hTgDcC3a3Z1RcSpA5zyckmnkSbV/i1fYxLwUeAlwHOG+K5jgLsi4mf585OB84HzgGtIo/Zfzek5LwJ+FBErN+e+Oru6u5YtnNe+OeeamZnZxNTT27eitaVR9UjMNt94T7I9nbR67GcL23qA7STNkbR7oVVTb54KPCRphqS5pLr1HyBV3vlNvsY6YAdJ++VzHwe8Mx+HpL2AK4DPRsTbASLip8Abgf2AVwOLC31qZuiJuhuZs2jpYlLVHTe3IdusypIFje6DW3mafy9uo2n+vYx9a22ZPBOzEhq3x1JJu5IC9o9FxD8Lu5YBtwAXD3BaL/CpiLhH0lNJq9neADw/In5ROO5qUv78z0n/KfuBFcAJef8twNyIqP2OXwFfAxbWXG8qZmZmZmYl1NTfP9A81vqQtC2wJiJ6N/P8x5Oq3VweEduMUZ9OBX4QEX8Z9uBBdHZ1r+pob3OKjpmZWQnk1JuH7ej8rMqSyvLK3Eqj+2H1M66JZRHx0Bae/9dcZvO+6jZJl5Cq7wzmMxExb6Adkp4PfAx4FhvXxB+Vjva29tnzz9jc083MzGwcLVs4b0aj+2BWT41a6GqzSGompd/0S5qUJ9yuBM4C9hqg/QB4cJBrPYo02fcMYDdJn6r/HZiZmZmZ1VfZpoYX69uvA96Vt70GeP4g51xdu0HSI4DLgSuB9wIzgJ9LmknK1V8zlp02MzMzMxsvZQvwdwV2J61AewDQBewPnBURp4/kApL2AS4k1bw/NtfZvyen61wK/EHSuyLi0jr038zMzMysrkoV4EfEnZJ2JC1qdReAJIAeSUeQKux0kCbhbifpBcA9ERE5nedE4OPAL0mr4O6Sz686DjgXuFjSH4AvA0sHW0DLzMzMzGyiKVWAX5RH4qcCU0i19E8EziSVxHwgH3YacIWkLwHXAjNJaT2fJD0MrAfaSOk+a0hzEtqAJwKnACcB3xifOzIzMzMz23KlCfAlTSetXPtKUqrOcuAdwHakibTrcitaBayNiPskvQ/4VUTcQxqZr173QuDGiKjUnPs2SU05hcfMzMzMrBRKE+ADOwDfBa4H7gb2iIi1kj4A3JmP+WH1YEnVwPzXABFxkaT2PPLfQxq9B5gGdEjaPX+eBLQC/4yIASvwmJmZmZlNVKUpkxkRt5Oq3bwb6M3B/SRSOcy7gRtJ+fdPAe6IiCZSfftiRZynAzflY6vtIOD4wuebCtvNzMzMzEqlNAE+wADlK/cnLXr1AHAym/5FYj/g2ML5VwP7AGcDO0REB/Aj4BP5/Q6kvwLMioiL6nITZmZmZmZ1VKoAfwCHkerZr82fa3Pw+9i4dj6kfP3XAZ8e4HrHAS9iQ8qPmZmZmVmplCkHH0kzSCk4fZK2Ad4EzGXDfWwHbAtMktRBqojTlM9tJ9XQ7wHeDyyS9DU25OA/lVRd52RgW0nbA10Rccdw/ers6u5atnBe+1jdp5mZmdVPT2/fitaWUoVAZqNSthH8eaTylR8G3gncC1xGmhQLcDvwf8BjSGk7nwem533V/PubSFV0ts/HPpP0oHAl6WHgc6SJvL8FPjOSTs1ZtHRxPtfNbcg2q7JkQaP74Fae5t+L22iafy8jb60tk2dithUr1eNrRLyfNPoOgKTP5DKWd5H+0w517tWU7H7NzMzMzEarqb9/6yjzLmlboDsianPu666zq3tVR3ubU3TMzMwmgJyC41H6QcyqLKksr8ytNLofVj9bxYh2zq/vBF4IXD3Kc68AHoiI10raATgL+GBE/GOk1+hob2ufPf+M0XytmZmZ1cmyhfNmNLoPZo1UugBf0jeBfdm0Os5K4MuSuvLnJtKE25si4rAhLrmGNPEW0sq3ewKXSnpWRHSPXc/NzMzMzOqvdAE+sDMwv1qnXtJy4I0RcVv+vAPwuYg4eoTXW5cbefGsNwB/AI4iTcY1MzMzMyuNMgb464Dpkm4ljbjvDVwi6c/5fTPwOEl7kRauelpEPChpTwrBfMFUYJqkXfLnNcDRwA2SHhsRt9T/lszMzMzMxkYZA/z1pHScJwJ/BfqBm4EKcDfwa1L6zoPAQRGxOp93JbAbGwf4zYX3rxlg3x3A7mN9A2ZmZmZm9VK2OvhVTcAXgPNJQf1FwCtJde3PBP6d9/1a0kH5HEVEU0RMjojJwONIAf1DpJVrO4GOwv5mQON4T2ZmZmZmW6yMI/iTSXn4/wI+BKwFHkEanT+OtJDV1Ij4uqR/A38DiIiemuvMA24BgrQo1vPy+Wfm49ezYfKtmZmZmVkplHEEfyppxP1B4J/Ay4FjgNeRRu2vAY6QdB+wXUTcVXsBSfsDxwMfI6X89AOfBU6V9KjxuAkzMzMzs3ooY4A/nTQRdh1wL/BT4DKgC7gxf/5p/txbe7KkNuAbwC8jYmlh17mkdJ/vSmqp5w2YmZmZmdVLGQP8xwD/IY263wlcCiwDZpCC9Etzu4+Uq/9fObi/hJTSc2xxX0SsJU203Qu4QtKOdb0LMzMzM7M6KFWAL+nxwDak3PkHSIH6mcDXSSUzfwqcA3yHNMLfVTj3kcDlwDOAl0XErbXXj4i/AgeTFtK6XtKrJZXq38jMzMzMHt7KNsn2aODaPGH2K8BX8qj8cuD9wLeBdwOnkqrsHAQsk7QbqXxmDzArIn4/2BdExI2Snk7K5z8J+Amp0s6gOru6u5YtnNe+pTdnZmZmW66nt29Fa0vZQhyzsVOa0WlJOwFvB5YWtj2DVBrz1xHxnbz5saTJtzsBayV9F3gU8FrgqQME95Oo+XfIo/vPI430DxncA8xZtHQxKR3IzW3INquyZEGj++BWnubfi9tomn8vG1pry+SZmD2MlenxdntSCczzJb2QVPXmEcAHI+Kr+ZhrgQ+QJt/uDbSQ7vHmiFg5yHXbSJN2N5LLZG6y3czMzMxsImvq7+9vdB9GTVIz8Grg4ohoeBDe2dW9qqO9zSk6ZmZmE0BO0fEo/iBmVZZUllfmVhrdD6ufMo3g/1dErAO+W/0s6SvALhFx8EjOl/QCUlpPt6RppMm4syPiss3pT0d7W/vs+WdszqlmZmY2xpYtnDej0X0wa6TS5OAPo4cRrjorqQO4CnhO3tSdXxv+lwAzMzMzsy21tQT4a0kr0o7EocCfIuJKgIjYJEdJ0pQ8sm9mZmZmViqlTNGR1DRQYF7Y8Lk5sgAAIABJREFUPzki+gbZfTzwJEm1518lqfj5DmD3LeqomZmZmdk4K+sI/lslXSdp29odkp4K/C2X1azd93LgycAepKo81QYwJ7/fgVRW84A69d3MzMzMrG5KOYIPvAzoH6RG/V+AVuB/gZOrGyVtD5wLnBsRtxdPyCP3qyKis14dNjMzMzMbD6Ubwc+j9gdTWPCqKCJWAwuA4yXtWtjVD3wJ+GjdO2lmZmZm1iBlHME/gvRg8u0hjvkK8G7gQ8DcvG0d8ElgsNx8IOX35+s3A1OA1XnRKzMzMzOzCa90I/ikSbIXR8T9gx2QJ9ieBRwj6VF584OkUph9kvqLLe+/Kr9fT3oI6AEeAvat142YmZmZmY21UgX4kl4BPAX44ggO/zqpfOZb8+fdgd2ARwM7M/gk2x2BnYCZwK7AzWPTezMzMzOz+itbis5UYFlE/HS4AyPiQUmvB67Ln+8Y6DhJ1YccT7I1MzMzs9IrVYAfEd8FvjuK4380gsOaNr9HSWdXd9eyhfPat/Q6ZmZmtuV6evtWtLaUKsQxG1OlStGpJWmapJ1JqTc9m3mZLQ7w5yxaujhfx81tyDarsmRBo/vgVp7m34vbaJp/Lxtaa8vkmZg9jJU6wAcOBf6dX3+ymddoya9l/7cwMzMzM6Opv79/+KMmKEntwEuAfwA3RcS6zbjGdGAlcMgIU3o20dnVvaqjvc0pOmZmZhNATtHxKP4gZlWWVJZX5lYa3Q+rn1InqEVEl6QbgNtJC1idthnXeJD0J73N1tHe1j57/hlbcgkzMzMbI8sWzpvR6D6YNVKpA/ysugjV34c6SNLbgTOBVXnTdNJDwd+Bbwxy2pcj4q2D7DMzMzMzm3C2hrzzag79ymGOWwNcExEdwJ6klW3Pz9vviIimYiPV0d/cibtmZmZmZg1RqgA/V82ZUrO5Lb+urjm2WVKbpOoDQDE//1Dghoj4G9A7xFf2bVGHzczMzMzGWdlSdK4F9pM00L6fDLL9WOA8oDib+HXA98e6c2ZmZmZmjVa2AP8VpAmxa9kQsL8C+CLwM+DowrGTgSnAvcULSNoBeBHwkXp31szMzMxsvJUqwI+If9Ruk7QXcB/wPKAvIu7d5MSNr3G/pB8BHwQOyZt3kzRQvdDPbmGXzczMzMzGVakC/FqSmoDDgU8AbwbeBcwfwalvBm6VNCt/viMidq+59nlj11MzMzMzs/FRqkm2AzgK2BH4KrAQeLekxw93UkTcB1wMzKlv98zMzMzMxldpA3xJjwYWA6dHxP3AN0mTcL8naZthzm0BHgV49VkzMzMz26qUMsCXtBNwKWkC7Y0AEdEPvBHYGbhksCBf0uHAv4HnAN8alw6bmZmZmY2T0uXg5xSci4AHgcuAiyS9KiJ+FBF3SZoN/AT4paSjI+KmmktcBbwVuDJPuD0U2FVSZ81x04BzRtKnzq7urmUL5/mvAWZmZhNAT2/fitaW0oU4ZmOmNCP4ktolvQ/4HfAX4IUR8UFgCfBtSU8CiIgbgQOA9cD1kr4kqZlUXpOIuC8ivpfTegCagX9EREexkVJ+mkfStzmLli7O13dzG7LNqixZ0Og+uJWn+ffiNprm38uG1toyeSZmD2OlCfCBmaQUnPcDr4qIrrz9FNJCVj3VAyPi78CzgE8B10XEOqB1kOtOHWT7atJDgpmZmZlZaTT19w9U/n3rI+kdwKsj4sCa7VOAqRHx4OZeu7Ore1VHe5tTdMzMzMZBTsHxKP1mmlVZUllemVtpdD+sfh42CWoRcRZwVnGbpKkRsYa0Mu5m62hva589/4wtuYSZmZmN0LKF82Y0ug9mE1mZUnSQ1CppZn6/m6SX5PfTJG3OvZwn6arC9feW5JF4MzMzMyutso3gvxaoSHoZ8HlgraTfASuA1ZKqOfMtpCo490bEzkNcbzXwAPx3VdxvAvdL+p+I6KvXTZiZmZmZ1UupRvAjYilwBvBHoB84NK9KOyUipgP7AkuBO4D5wBOHueR64L587X7g9cDTSZN5zczMzMxKp1Qj+JJ2AOYAfcDlQKuk3YBeSQDPBN6cX7uAbfKiWH8DZpBWrl1Lejggb7tL0u7581rgaOBmSU8GJg1QR9/MzMzMbMIqTYAvaU/gWmAZcBpwEClw/y6whhS0N5NSc36RT5sEtAGPAz4MHEkqp1kN8Kfnc48D1uX3Va3AzcDT6nVPZmZmZmZjrTQBfkTcKumkiPi+pBcBp0TERRTq20t6FnB5Xqiq1ptzqx7bBnQCRwHHADdGRKWe92BmZmZmVm9ly8H/fn47C3hkXqEWAElHA18kBe0j8WxgCvDr4kZJzZLmSXrMGHTZzMzMzGxclSrAB5D0HGAeqQLOToVdfwCuAQ4d4aVeCPwxIv5Zs/0o4JPAflvYVTMzMzOzcVeaFB2APPH1YuB9wAeAR0j6PPDqwmEn5Qm3VbMj4rKa60wF3gKcXrN9BrAYOC0iLh37OzAzMzMzq6/SjOBLehxpku2lEXEusA2p3n03sAA4DLga2AO4IyKaSOUy1wxwuQ+Qcve/VtjWAlwA/JY0gm9mZmZmVjqlGcGPiL9L+gjwGUmtwI7AQ6TqNyMm6RDgQ8CJEdFV2HUicBfwyohYP+DJg+js6u5atnCeV8A1MzMbBz29fStaW0oTwpiNu9KM4ANExKK8wux+QC9w+2jOl/RM4NvA9yJiSd52AKlu/p3AgRFRXdm2WdKxkqYMd905i5YuBprc3IZrsypLFjS6D27laf69uI2mPZx+L60tk2diZoMq3eOvpMmkFJtfMLIHlGZJLcCxwJmkNJ5jcrA/D3glcD9wI7kCT67O8zLgq6RR/SvG+DbMzMzMzOqiqb+/f/ijJghJrwUWAY8iBeBLgJmkxasG0wocTyqLuQ1pcm0f8E1gKvBeUuWdj1KoqU9K/fluRBw5XL86u7pXdbS3OUXHzMysjnJqjkfvt9CsypLK8srcSqP7YfXTkBF8SdsCa4G1ETHoE0YeeZ8C9OTUnOuB64DDSX+mExtG8dfW5s7nkfhW0gPA0uJ+SUdERH+ud/8p4DkRcd3m3E9He1v77PlnbM6pZmZmNkLLFs6b0eg+mJVBo1J0Hqy+qSlpOZjDgAsj4lbgdZJWA6siYq2k80gr0Q51rYMi4ueF75xGesDoI1XhAejJDwRTI6JL0hHAs4B5o510a2ZmZmbWKI2aZCtgT2BX4NPAn4BH5laN0l8N7AI8Fvhpzfnr2JCWMw+YQVr06sfAl4Dtc9s5X+OXNeffDPRK6gf+k7f9jhTwr5L0eOALQL+DezMzMzMrk4aM4EfEX6vvJa0C+iLinvy5Wrf+/uIqs5Kmk/Lte4F+4JGSnkCqeX+/pEnAc4C3R0TnMF14AtAbEb2SOoAHgKeQVsPdC7iUlNLzrjG4XTMzMzOzcVOmKjoHkUpc9gLbAt8h5ee/mFQZ5+nAdDYd7f+vnJqzDugeJPd/T+AyUtWcd+aKPa019fLNzMzMzCas0gT4EXER0AYgqZNUs/7GwiFvAK6KiH8PcZlrSTX0B8rXv6Hw/rjcyMduP4K/CpiZmZmZNdy4Bvh5EusjSaPwvcB6UqnK5pwqA7Bdft0mb5uS290RUVy19tGS3gCcR1rw6hhg25xXX/TpiHhPfn9A/s6e4gi+pBOAzwDHRMR3CttbSFV4PIJvZmZmZqUw3iP4jwFuG2TfAzWfL6n5vIekfwAvJAXdF5Jq2d8NnEJK23lXRJxZPUHShRRq5EfE6tovlXQy8GHg4Ii4urgvIqoPImZmZmZmpTDeAf5dwB7AQ8BDuczlt4EpEfEqgMKk14NIufXTgHbSJNhfAjvkfs+JiB9L2huYz+Cj7OtqN0hqAt5DWizrwLz55zVpO/dGxM6bf6tmZmZmZuNvXAP8vFjV7dXPklqBl5BG0Ac6vp8UuHdJuh5YBnyIVObyX5J2BC4AriLn5w9gff6uyaTVbGcDryE9KFwTEU21J0g6FDh79HdoZmZmZtZYjZ5k+y7SCP0Fwx0YEfcBb4aNJsh+mpSa8yZSVZ2BVGv9N5FG+lcAryJNoj15gJz9qjuG7b2ZmZmZ2QTTsABf0v8AC4AFEbGisKsYkA/nXcAjImJFDvrbCpN1AVrI95jz6WcXvh/goog4dIC+HQqcWbt9MJ1d3V3LFs5rH+nxZmZmNno9vX0rWlsaPTZpNvGN+0q2knaUdDppManzgY/XHNJc81p7flN1X0Q8EBFR2H06KX+/2l7GODzEzFm0dDHpgcTNbcg2q7JkQaP74Fae5t+L22jaw+H30toyeSZmNqxGPAbvBjwfeF9EnDHA/tb8OrV2h6QKqRzmNqRUm6IpDFxFZ7B7bAFeOUSKzt2D3YCZmZmZ2UTV1N8/WHw78Uh6G/Bu4NzahwNJvwWWFgP8Ya71ZWCniDhU0nZAX3XF2pyi8+WI2Gkk1+rs6l7V0d7mFB0zM7MxltNyPHI/hmZVllSWV+ZWGt0Pq59SJbJFxBeBLxa3SbocuCEinlazfaeIuHeIax2Xj5sE3Aq8E/h/ed+Fki6RNA1YExHrh+pXR3tb++z5A/0xwszMzLbEsoXzZjS6D2ZlU6oAH/67Gm4rGwLvHqAnB+otQHNe0OoSSddHxDvyec8F/g/48wCXfQj4oKQPFrY1k9KEXk4qy2lmZmZmNuGN+yTbMTCLVBt/Xc6fnwOcRlrQag1wraSjgMcDnyyctwZYGRFPAvYllcE8lVRX/wFgP+Bc4JuFY/aOCAf3ZmZmZlYapRvBB34F7ALcFxFr8kTaG4GPkkbwHwNcC8yNiLsK561jw6q2nwL2AlaRavCvJK2aux2wq6Rq9Z0LSLX2zczMzMxKoXQBfkR0A/8cYPu6XELzy8D3I+L7NYc0Aetzic63A18CFgJ35vYLYE+gnVTCcxpwRb3uw8zMzMysHkoV4Et6NNANFCe9tgBT8wJXC4Gdgdfmz5OByRFxDynAXwdcmK+xI3AA8BnSAlhtwPa5vZgNgb6ZmZmZWWmUKsAHbifl0q+r2f584P2kCbdrgOriVy2kevaPI93r+oj4taQDgB0joj+vaHsTcCUpb39b4Huk+Qn7Ab+u4/2YmZmZmY2pUgX4EdFSu03S3sC3SGk7x0bEfyQ1R0TtQ8AUNoz8N5FG8QG+BpwH/IaUu39t3t7Mpg8SZmZmZmYTWqkC/KK8ONX1wE7A/Ig4R1KrpPcCJ0l6bkQUc/W3A3oBIuIzkq6QdH3etx9ptH9N4fglEbGk/ndiZmZmZjZ2ShfgS9oGeBvwXlJwfxRwo6QFwLGkkfnPAg/WnDod+HfxUsArgHuB5wA/qI76S1pEqrVvZmZmZlYqpQnwJe1Kqlt/JPBH4FDg26RJsr3A94HXRsR1g1xiBvCvwudquk4b8AbgMOBISSfkzy8Z63swMzMzM6u30gT4pMmyk4BXRcRPAfIE2Y8DZ0dEf/FgSa8C/lJYqGpvNg7wW0kLZN1PGtlvkfRlUqrOj4GTJa2IiPnDdayzq7tr2cJ57Vtyc2ZmZrapnt6+Fa0tZQpXzBqvNCvZRkRvRMytBvdZL9BBmhALgKRmSXsAZwInFI49CLhJ0hRJU4GXAaeTVq89FzgL+Aqpjv45pEo8B4+kb3MWLV1Mmrjr5jZkm1VZsqDRfXArT/PvxW00bWv9vbS2TJ6JmY1K2R+Jzwc+BHwkj+ZXdQI/AT4IIOn5pFKZV5By9j9AmlC70ag/qdLODaRVcXcDVtSx72ZmZmZmY66pv782xi0fSdNIK8/2AV0R0Vuzfybw5og4fYTXqwAvACoRcfVwx3d2da/qaG9zio6Zmdko5RQcj9KPo1mVJZXllbmVRvfD6qd0I/g5mO8tBvERsRpYPdg5eSXbAYN7ST8D+iPixYXjK6PpU0d7W/vs+WeM5hQzMzMDli2cN6PRfTDb2pQuwAeWA0+Q1DPEMduS5hf0RMTUYa7Xw6apOmZmZmZmpVS6AD8inlZ9L2kSsJiUN/9HYA7wBOAW4KfAL0dwybV16KaZmZmZWUOULsCX9HXgiYVN2wHvyu8fAv5KmlB7cD7+sIi4c1w7aWZmZmbWIKUL8IE9gWsi4pTqBklnAvtHxIGFbfuTRvY9Qm9mZmZmDxtlDPDXA0dLenFh20ygTdIfC9uqufdrASQ9lVQacz0b2ybv37tmezNpMaybImLdGPXdzMzMzKyuyhjg9wPnj2IEvzqB9lekAL82WK+Wt7yusK2JVBN/CrAjqa6+mZmZmdmEV8YAfxIjG8Gfll+bASKiZaCLSbow7z+0Dn01MzMzMxtXZQzwJzOyEfwDgauAtvHuoJmZmZlZo0xqdAc2w3nAZTXbtgemS2oqbPs7qbrOoAtgmZmZmZltbUo1gi/ppcAHgbWSegu7ds+vf5BUe1ofcHb9e2dmZmZm1nilCvCBK4EnA2sjolod5xPAScBTIuLvxYMl/Z1NJ9WOuc6u7q5lC+e1D3+kmZmZFfX09q1obSlbOGI2sZXqf1RE9AGrJO2WJ9meQKpyM7sa3EtqJZXG3A/YDbi5er6kfUhpScWgv7ZMZrWCTk9E/GUk/ZqzaOni5ZW5lS24NXuYmFVZUvFvxUbKvxcbjbL+Xhzcm4290vyvktQCfAt4PtBBKoH5HeCciOgqHPo5YC6p3v1lbFz+8nzSKrg9bCifWVU9rolU//5a4IVjexdmZmZmZvXV1N9fG+dOXJKeQKpb//uI6BnkmJ2BnYDbImLNePSrs6t7VUd7m1N0zMzMBpDTcGY2uh+WlPWvPTZypRnBB4iIm4c/igVAV0S8dyTXlPQzoD8iXjzswYPoaG9rnz3/jM093czMbKu2bOG8GY3ug9nDSWkCfEmPBC4irUa7Pm++NSLeXHPoNODeUVx6oHQdMzMzM7NSKk2ATwrajwW6SQH+K4H/AZD0K2BXUrA+A+iS9EbSIlcXR8Rbh7ju2np22szMzMxsPJVmoauI6AVWAW+MiNuBZuCfed+zIuKRwGn58H8CpwKPHCa4NzMzMzPbqpQmwM8eB8zJ7x8J3C2pWdInJN0MnAI8nVRF50TgJknPbExXzczMzMzGX5lSdAB2AG7P7x8J/DIi1kn6E3A98IOIWA8gaRYppeeW/PmpbJy/X1VbB7+qmVQu86aIqPtiWWZmZmZmY6FsAf4uwL/y++oI/r7AIuB+oCKpePxMYIGk44ELSQF+bbBeLW9ZrJdfXexqCmkhrc4xvAczMzMzs7opW4C/KzBH0pOBp5GC7zMjYsDaupL6ge0johNoGeSYCwEi4tD6dNnMzMzMbPyULcA/lVTnvupLwBRJhwJnFrYvjoizx7VnZmZmZmYTQKkm2UZENzAdOBB4PCmFZiXpQeX2iNidlIrT1qAumpmZmZk1VGkCfEkvkbQKuAJ4FdBHmiC7ipQzX1Q7kdbMzMzM7GGhTCk6VwL7RMSd1Q2S2kkB/vbAsyXdTqq088nx7FhnV3fXsoXz2oc/0szM7OGnp7dvRWtLmUIOs3Irzf+2XKryTgBJjyD99WFX4KGIOB84v3i8pOn5bX9h2z75vGIlndoymdUKOj0R8ZeR9G3OoqWLl1fmVkZ5S/YwNKuypOLfio2Ufy82GhP59+Lg3mx8lfV/3KeBo4E/AH+s3SnpYOAy4FbgwcKu84EnAj0UAv+sWiaziVT//lrghWPaazMzMzOzOmvq76+Ncyc+SdsDzRFx7xDH7ANEdeGreurs6l7V0d7mFB0zM3vYyGk3A5aptoltIv+1x8bGZo3gS2oBTgIuiojbNuP8JuByYElEfG+U5x4CXBARm1TKkbQSeF1EXBYRfx7h9a4DromI94ymH0Ud7W3ts+efsbmnm5mZlc6yhfNmNLoPZjawUQX4ki4D/gqcDCwGbpb0cuDtEbG3pN6aaz4jIq4f4FKvB2YBJ2xGn7sprCwraQrQl0fqHySl31S3ExFrh7ne9gyyCJaZmZmZWdmMdgS/hzSptT+XrFwLrMnbye+fB9wBPECqUb8RSdsAi4CvAOsk7T7E93VHxIp83nuAbYGrCt8H8CngZEnVz1cW3i8AKsPcU+9A/TQzMzMzK6PR1sFvIgXERcWKNOvZePJq7bEA5wCPJqX43DZMe0vhvFkU6ttLmpJH6d8PtEZEE+nB4qD8fjJw+gjvaeoIjjMzMzMzm/BGO4LfC5wi6ZT8+cL8+reRnCzpZOC1wHMj4tohjjsa+BKwpLD56cAzgbeT0mruBD4DnEX6y8FGImKdpBZJkyOib4huPQrYaST9NzMzMzOb6EYb4B9Fqg8/WOmdJgZZRVbS20jlLY8qBveSPgc8KSKKJSlPAc6vVslRyrnZHtgOeC5wXkTsLqmDtNAVhbScqwrvAQ5jw4NIbZ9mAh3AUwa7YTMzMzOzMhltgH8bME1SMcCfDhwSET/O11s34JnwLeCeiLioZvskNp3k+tKavk0FzoqI3prgfSUwDVhTfOjI/dsDuAcYavT+eaTR/8dL2jcifj/EsWZmZmZmE96oAvyIeGTtNkm3A2skTSKtANs1yLkPAhflc84AvhARfyMF4Ovy9m2A2RFxQc25NwE3FTa1SnofaSLv0iG6vJ5B/qKQHZH79CBwKqm6j5mZmZlZaY22TOYcNg2op5NG2GcAzcC9pEB/sGu8BXgXaRXa2tz9lwPfktQbERfWnLdd3v824BHAc0gVdP4C7FYzsg/prw2Q0m9uHKAfjwFeARwK/AO4SdJnIuJXg/XdzMzMzGyiG22KziqAiOio3SHpUOAfEbG6WoN+gGP2IE2MPTsivla7PyK+I+nZwPmSnptH7pH0aOAWUkrO1cCdEXFY3vdM0uTfYtrQA8D+pBSd+we5l88D1wM/zmU/LwC+KulpEbHJpF0zMzMzszIYbZnMjSbXSmqSdICkVuBI4IrBTpS0PXAp8FvSCP5g3gv8DrhE0gyAiPgncDiwO6nMZlEXcAHwmIjojIjqIlgrI2JFRGxSqlPSccBs4PhC7v7bSX8Z+Iak5iH6Z2ZmZmY2YY12BL8NQNK+pIo6rwd2IaW5vAo4oPYESWcDXwS+kb/v8KHKVkZEn6TXkXLuL5L0gojoiYhL8/Vqj++SNBmYC7xjuBuQdCTpIeGE6l8I8nX+k8tzXgT8UNIxEfHAcNcD6Ozq7lq2cF77SI41MzPbGvT09q1obRltGGFm42G0I/gHk0pVXg/sA/wv8GxSusvSiPh1zfH7kiay7gV8HTg4Iu6rOWYHNl6Zloi4G3gj8J2I6GF4nyel5QxK0raSzgLOB94fEV+uPSYiLieV1Xwp8AdJb84PD0Oas2jpYlKJUDe3IdusypIFje6DW3mafy9uo2nj/XtpbZk8EzObkEb76H0OKQ/+cxFxn6RpwF+BFaQUl6oHgT+SRsP/Afw0V9H5L0nvBo4lPSh8qPaLIuIy4LIB+jCFmrKauerOBZJeQ8q9B1hd+K5JwDJgb+CVEXHJYDcYEcskPY20yNZbgG8ydKlNMzMzM7MJo6m/f7A1q0ZG0vOAmyNisMmsg533FOANpLz9y4ZYPKv2vNcC50TEJqvPSvowcDzw1YiYX7NvF6A/5/OP5HuagO0KOf2D6uzqXtXR3uYUHTMz2+rl1ByP3pfYrMqSyvLK3Eqj+2H1s8UB/liR1AvMySP3Qx33BWBP4OU5X78VWJffT4qI9XnEvhXoG2iSbeFajyH9heE5EXHdFnS/f/b8M7bgdDMzs3JYtnAepDQdKykH+Fu/0ebg19NaCrn4kibnFCAK255PSptZWJio+0WgN69eu676SkrROar2SyRNK+TVd+fXHknNktrzMUdIOjM/KJiZmZmZlUbDpr9L+gbwl4g4PW9aD1xZUyXnDmD3fPxjge8Bp0XE/xWOmUcqrdnHhjKezaQR/JUDfPXNbLow1u8K/RLwBeBrETHUKrhmZmZmZhNOI+tbbUcuu5mtBw6KiJ9DGsEnr4grqY00SfYq4JM57/8XEdE/2tx/4AlAb0T0SuogVd95Cmll3b1ItfqXRvz/9u49Tu/xzv/4K4cxScYhjgl1ape+tVWiP1ZrqdNGhU2xVUWr1imLIpVNnNUoqWoidV6NsyjVilPappYqVZalVA/4/OyWYmlQ4jAm59k/ruvmdptTZu575v5O3s/H43rcc1/fw1y3XO77c19zXZ8rOsvVb2ZmZmZWl/ozwC9NpWlXnoKzJP/cKmkqcCOwE3AP8FVJs/PpiyoX6eZFso3AsohYlKf7LAVaO1jQ+zFS1p67gOPyF4zGiGjpxWs0MzMzM+tTfRrg52k2g0iB+whgpKSN8+FBwOiy56W6lYAXI+JaSQ2knPc/jIgbJJ0PTMz37ujXHg+cDzwIbNnBuY+X/Xx4LqU2r96dTDpmZmZmZvWgr0fwZ5Py3i8gjeD/PfAv+dgy4LKK8weTAvwvAPcB383X75OPTwUuKLsfwN3ATcCVpBH80gZY2+XfsbB8BF/SUcD3gYMj4qay+oZ8vUfwzczMzKww+jrA37Z8Z1pJQ0vZcCRdRdpA63ftXSjp68DR+elCgIh4FXi14rwlwNsR8VJ5fUS8SwVJE4EzSDvs3ldx/mKgwxSbZmZmZmb1qE8D/IrgfmtgtqS9clB/IPCj8vMlnQZcC6wKXAWcShrF77E8N38ysAdpPj/AvRXTdl6LiLV783vMzMzMzPpDvyyylfQx4A7gl6TsNZCm2SwqO2cS8G3ghTz//gjgVnoQ4OcFs58FxgFfBtYAfhMRH9qoQ9LewMXL+zvMzMzMzOpBnwf4krYkZav5BXBYe7nmJX0D+B5wVERcCxARV+e0lj0xiDT6Pw/4Z9Ii2ol5U6z2/KWHv8fMzMzMrF/1dRadVYH/II3e/2s7wX2TpIuBQ4Gvli967Y08n35cWTsAbo+Ivdtp496krDvdNr+ltWXu1ElNvW2nmZlZvVu4eMm8xob+zLJtZl0Z3Je/LCLeAj4fEUeUB/eSRpG+bPwI2Ab4bAfB/Yem1PTwnKoaP23W9Pw93xMxAAAY8UlEQVR7XVw6LTs0zzyzv9vgUpzi/uKyPKWv+ktjw9DRmFld6+sR/M2BjSVtA2xA2lxqTC6/AS4FZrc3bScbWvFYfu+v5vt8gpxlpxMNwF6dTNF5uYvrzczMzMzqUl//jW1N4AbgBeDPwFPAdOC+iPhrN65vzI+rSBpUsSPtq8DXgNuBW7q4z4al+0TEO+UH8hSdK7rRlvfMmXLQZFK6TbNO3d88AdxXrJvcX6xSnh7jEXQz61Rfp8m8j5TysqfXvyjpCeAx6HD32n2BfSVtFBHPd3Crs4F/oixrT9nvuA24TdIVwKoRsV9X7RrZNLxp3KkzuvkqzMzMembu1Emj+rsNZlb/irhK5ouktQNDaH+X2bGkXWz/t1QhaRhpFGwhsARYNx86IX9JWIn0F4VfAttHxI3Au7nezMzMzKwwChfgl0blJT0D/Cwivll+XNII4PmIWFpx6cJcFvP+HP0F+bEt138KOA+4EViWi5mZmZlZYRQuwC+zJvBEO/XrAc+WV0TEAqC59FzSGOD4iJhefp6knWhn2o6ZmZmZWVEUMsCXNAQYSUUgn32Esuk5ZdecApwFtJLTg0oqLbAdQZqT/24t2mtmZmZm1lcKGeADo0j5eFvb2d12A+DpsvqWvNFVK3B/ROyUR/Afj4iVASQ9l4+bmZmZmRVaUQP80iLZhzo4vhtwXP55X2A2aVFuSQO895eArYDVSItvy88xMzMzMyucQgb4EfFb0gh+hyQNJS2cfTVXzQf+O/98cr7PUkmXAX8Afk8K9s3MzMzMCqtQAb6ktUmBfUcLYQeRRueXkjLjALwBEBFXAFdImgDsne+3CzA1Im7Nzxso2H8TMzMzM7Nyg/u7AcvpJ8A8UtDeXnk9H78SKO30994OuZL2BL4PnJqrxgA3SToyP28EhtX2JZiZmZmZ1U7RRqv3AJZGxML2DkoqjeAPAcYDbwOv5WMHA5cChwNPAd+JiBl5ge2NkgZHxKXAWrV+EWZmZmZmtVKoAD8iukpjORbYlDQKPxG4JyLaJH0eOBfYMyLuzVl0kDQoIm7JU3WezHVrklJwjgGe7k675re0tsydOqmpRy/KzMysmxYuXjKvsaFQH91m1g+KNkWnKyOBi4GTSKP0kwEi4tfARhFxbz5vRH4cno8/EBFv5LovAw8CbwEXdOeXjp82azpp/r+LS6dlh+aZZ/Z3G1yKU9xfXCpLY8PQ0vRTM7MODbRhgJuBhohYUnmgfFpPRDxIerP8kIi4DLisZi00MzMzM6uhARXgR8QyYNnyXCPpZmBxRBzQ0987Z8pBk4Ezenq9rTjub54A7ivWTe4vxZSn0Xik3cz6TWECfEn/AlzdweFDIuKafN4w4I/AjyPilG7cehVgQW/aNrJpeNO4U2f05hZmZjZAzJ06aVR/t8HMVmyFCfCBOcA2FXUbkqblPFFWdyKwMnBON++7GHiz160zMzMzM6sDhQnwI+JvwN/K6yQdCsyJiMfz841JAf6xEfF2N289COe+NzMzM7MBojABfiVJ6wKHAP9QVn0hEHQ8lac965F3uzUzMzMzK7oip8k8Gng4Ih4DkLQ7aXOr14DrJZ0uqdPc9JKGkPLmb5F/NjMzMzMrtEIG+JKGAofxwXSWpTn3o4B1SZknHpA0vJNbbQU0kabp7FmDppqZmZmZ9alCBvjAF4GVgFsAJG1D2nn28ojYIiJ2BnYBNgcO7uQ+BwAPA+cB3cm4Y2ZmZmZW14oa4H+FtLh2UX6+aX58L1dl3r32GWDL9m6Qp+8cDMwCZgJjJO1XsxabmZmZmfWBwgX4Oc/9HsCtZdXv5MdnK05fACyifd8F3gauiojXgAuACyWtXcXmmpmZmZn1qcIF+MCuQCNwd1ndo0AbZaP1ktYBBDxSeQNJuwHfAI6JiNZcfQYwH5jd1eJcMzMzM7N6VcQAfxfgiYh4t1QRES8BNwLXSdpH0h7A7cA80kZY75G0S647OyJ+VnaPBaQ5+Z8G7pK0Qc1fiZmZmZlZlRUxD/6OwH+2U38ocBYpF/4apFH9cTlwR9JKwEnAacClEfGtyhtExOOS/hG4C3hC0tR8bmvlueXmt7S2zJ06yaP+ZmbGwsVL5jU2FPHj1cwGisKN4EfE1hFxbDv1CyPihIjYICKaImLHiHi67JRrSbvcHhUR3+zk/r8lZeR5APhXYERXbRo/bdZ0UqpNF5dOyw7NM8/s7za4FKe4vxSzNDYMHY2ZWT9akYYYjgSaIyK6OjEingfGS1ojIl6vfdPMzMzMzKpjhQnwI+JN4M32jknaDGiJiBcqrulWcD9nykGTSYt0zTp1f/MEcF+xbnJ/qY48Zcaj6ma2wihkgC9pU+DPEbG0i/NGAGtHxF+6uOV04FXgkJ60Z2TT8KZxp87o+kQzM+tzc6dOGtXfbTAz60uFC/BzHvy7gP+RdCApl/1o0sLa9YG/AzYjpczcEnhB0pYR0ZK/GNzVzm1XBVaRtHM7x06LiOtr8FLMzMzMzKquiItsF5Ay6awMPAZsAPwRmA0cR8pv/xHgBGATYNOIaMmXLwM2AsZExMbARODHEbFGRDQAFwHfiYiN8/HnSDn3zczMzMwKoXAj+AAR8Zecz373iAhJq5Sm60i6BpgfEfe2c+nbwJnADyRtBwwHRkjaLx9fA1gm6TRgIXAlKcg3MzMzMyuEwgX4krYBno+IeaRdZ0cACzo5fzAwDGiNiFeA5jzNZzFwELB3ROydzz2ftJvtWUBj+WZaZmZmZmZFULgAHzgX2ErSlIi4AmgBkPSBkyRNrLjuo7w/Gj8ROB5oAIZLKtWvQZrGcxhpBH+TqrfezMzMzKyGihjgjyXltD9X0iLSXPwF7UzR+WZ+Poj0OpeU3eP7wHnA1+hkBL9PXo2ZmZmZWRUVLsDPgfwlkn4IrFW2gLaj89tI03GQdAWwH2mUHmAloEHS/Px8ONAGlL4cNAA/iIhJVX8hZmZmZmY1ULgAv8xY4EJJGwIPANuUH6yYorNy/iLwb8DREbFI0ieAh4D9I+KOfM3OwG3AFyLiYUmrAEP64LWYmZmZmVVFkQP8ScBlEbFY0gLgkIi4pvwESWOAx0nz6Uu72SJpLPBD4LqIuEPS/sCaEXGJpO8AcyWNi4iH+/D1mJmZmZn1WiEDfEm7Ap8ExuWqti4uWZqz6ewEHEsa/Z8KnJfn6H+alB//EmAGsAi4W9I9pPz6s7uaCmRmZmZmVg8KF+BLGgJMAy6OiNLc+U4D/Ihoy/PpjwFeBQTsArwOLCUtqB0saTxpSs7JpC8QJwJHAzd0dv/5La0tc6dOaurxizIzs5pZuHjJvMaGwn3cmZn1WOF2siUF3x8nZcIpGQxcLamtvJCm5yBpcEQsioh/Bk4iBfU/BdYnjdyfD9ycf14fuJ40it8cEZ+NiPIMPB8yftqs6cAgF5euyg7NM8/s7za4FKe4v1SnNDYMHY2Z2QqkiEMaqwDnRcRrZXWNdD4HvxFozdXTgQNJ8/IrR/6fy4+DSCP5dwJfqmLbzczMzMxqqnABfkSc2E71PsBr7Zz7O1KwXu5iUurLDyyglbQWsC1wZ1cj9pXmTDloMnDG8lxjK6b7myeA+4p1k/tL+/KUG4/Km5l1oHABfgf+HRhBWjzboTx//0rgdUljI2JZToW5FDgCmEyan/+hLwudGdk0vGncqTN61HAzM1s+c6dOGtXfbTAzq2cDJcAH+HM3zjkd+BTwLimzzjuk/wbTSJtbDQEelQRpXv+vIuLg2jTXzMzMzKz6irjIFkmrV1QNpWLUXdLnJQ3LPw+SdCJwCim15urAX4FDgY2BLwO/Aj4CzAEeAbYmbYxlZmZmZlYYhQvwc976kHRCWfXqlC2YlTQKuAc4Mld9CjiKFMjfC5wJ3A68REqVeRkpu84FwG9Ii3Jfr1jIa2ZmZmZW94o4ReeTwNqkkfaSNYBhZc8PJOW7vzQ/fwbYhhTMDwLWAT4VEQ/k4xdIuoE0mn97RNwkabW88Pb5iFhcqxdjZmZmZlZNRQzwxwLPRsRT8N7C2Y8C6+Xnw0iLZa+MiEX5ms+SUl5+IDWmpPl82F/zHPyVctmE99NnmpmZmZnVtSIG+F8nbVJVsgkpEP9cfr49MBK4vHRCRNzHB0f4zczMzMwGpCIG+IcBb5Q9Hwu8AoyWtFVE3C1pVES8U36RpFWBozu45wxSBp1BEfGupO8CG0fE/jVov5mZmZlZzRQuwI+IxyuqvgzcQRq1PwE4oDK4z4YD5wDXltWtTNqpdgZpM5mNgAOARYDn3ZuZmZlZ4RQui045SbsBO5AW054LfEXS+A5OL83H/11ZeTLXLQYWkOboAywjbX5lZmZmZlYohQ3wJW1I2pX2ooh4PCIeBc4HbpC0UzuXlBbXblxW1geIiLZ2zjczMzMzK5zCTdEBkLQ5cAtpLv5JZYemABsAd0k6C5geEe9WXP5c2c9rVKM981taW+ZOndRUjXuZmVnnFi5eMq+xoZAfX2ZmfaJQI/iSRkiaQtpp9m3gCxHRWjoeEUuB/YCpQDPwnKTzJX2s7DYjy8qqZfXD6GGmnfHTZk0n5dd3cem07NA888z+boNLcYr7S/ulsWHoaMzMrEOFCfAlrUYK7M8FrgC2j4iXK8+LiLaIaCalzXyKNEf/ZfJfKyKiOR+/nTSavyjXnwRMkDQW2A5oqe0rMjMzMzOrvsL8jTMi3pS0H7B+RNzZjfMfBnaU1BQRrZLWrDhlN1LazJPL6lqBm4C/AWd1t21zphw0mZSFx6xT9zdPAPcV66Yi9Jc8XcYj6mZmdaQwAT5ARPwJ+NNyXtOSH18k/Xm3ZFpEnFtx7mJJG3aQZrNDI5uGN407dcbyXGJmNiDMnTppVH+3wczMPqgwU3QAJK0u6e8q6i6XdHlH13QkIpbl6x+SNL2sfrmCezMzMzOzelKoAB+YADwiaa+yulbez1+PpLsltZWVV7q45+pAQw3aamZmZmbW54oW4E8j5bq/VdLnct0yYEnZOQuAQyJiELBzft6ZxcCb1W6omZmZmVl/KNoc/GXAtyXNBtbJi243AZD0FeBZUsBfrvJ5pUH0MD2mmZmZmVm9KdQIvqSN4L3FtrsDRwFbAFsCxwL/0IPbrgesVa02mpmZmZn1p8KM4EvaFPidpKuA5og4MdefDxAR38zPdwMuyfVDgdc6uedo0oZXW9W4+WZmZmZmfaIwI/gR8QxppH5T4MZOTm0AJkTESOCfurjt9qQ5+h+XtEVVGmpmZmZm1o8KM4IPEBH/DewuaYSk7YAHSAtkB0uaCIwAVqLrhbUlB5B2tH0LOAXYv/qtNjMzMzPrO4UZwS+RtBqwNSk15pt5pL40+r6QNOXmBEm3AWd3cp8NgC8Cs4CLgP0kbVvLtpuZmZmZ1VrhAnxgX+AmYEjlgZxlZ31gOtAMXNPJfS4BHgV+HhF/AH4CXCXJGXXMzMzMrLAKNUUnO4oUwC8CVpM0n/xFRdJHgZWBn0ZEq6SR7d1A0uHAOGDriGjL1ccATwLXSTogIpZ2t0HzW1pb5k6d1NTjV2RmVlALFy+Z19hQxI8SM7OBq1Aj+JJ2AgRcTmp75RSdrwL3R0RrJ/c4ELgUOCoinijVR8SrwNdI03ZulbR6d9s1ftqs6aR8+i4unZYdmmee2d9tcClOKUJ/aWwYOhozM6srhQrwgW8DsyLiLdJfH0o70L4EjAWOI82nL3lvVF3SKpIuAq4HToyIKypvHhF3AvsAuwF/kHSoJA9NmZmZmVlhFCZ4lbQrKa3lkQAR8V/ARvnw6sBZpEB/kaQjgaPz8cclDQbmApsBe0XEnLL7/hJoi4h/zPedK+n/ATOBw4AbgCWdtW3OlIMmA2dU6aXaAHZ/8wRwX7FuKkJ/yVN0PIpvZlZHChPgR8QvJX0JmJ0D9uGklJhLgWWkufePkVJfDgOeB54GTo2IZZL2JwXy/1tx64VAW3lFRPxJ0vbAahHRZcrNkU3Dm8adOqN3L9DMrIDmTp00qr/bYGZmH1SYAD+7DXgKOAjYLCK+JGkI8AhwdkT8QFITKdD/RURMLF0YES92cM9F7VXmxbfzq9p6MzMzM7MaK1SAHxFtkiYAawHb5Dn1S0lz8feX9Ang08DaQJuk84GZEfFkvzXazMzMzKwPFW2RLcARwJ3ALsDNpLz4R+SyAfCfwN8DF+dj6/ZPM83MzMzM+l6hRvCzRuA8YAGp/aOBu/OxtYCdSekuyccaASR9Jl+zrOJ+K+fjm1XUD8nXPrE8OfHNzMzMzPpT4QL8iFipO+dJ2hF4NCJactXDpAC/MlgvpdJ8qKxuEGkB70rAmnguvpmZmZkVRKEC/LxT7dXtHLopIv69ou5OYEsgACKioYN73paP713FppqZmZmZ9YtCBfik9u4IjAfeyXXHAOtLOgD4Bu/nrB8KzJL0o4hwDkszMzMzWyEULcBfnB+/x/tz6UcDfwT+g5T3/o1c/3tgMvD/+7KBZmZmZmb9qYhZdAC2i4jNI2Jz4HrSgtjXgWuA9SPiOdIXgOcj4q/91kozMzMzsz5WtBH8kgcllUbwhwKX5xz5PwOOB37Tf00zMzMzM+s/RQvw18mPx5PSW+4OjAOeyfXnAB+TtC0wnPfn4wOQN8IazAcz6VSmySxl0FkYEU93p1HzW1pb5k6d1NT1mWZmA8vCxUvmNTYU7aPEzGxgK9oUnZVJi2unAJsDPyUF+1sBRMTbwKrAL4CfAy9XXH898FtSysyHctk6l4fKysPApd1t1Phps6aTvhi4uHRadmieeWZ/t8GlOKUI/aWxYehozMysrgxqa2vr7zYsF0mDI6JysyozMzMzM6OAAb6ZmZmZmXWsaFN0zMzMzMysEw7wzczMzMwGEAf4ZmZmZmYDiAN8MzMzM7MBxAG+mZmZmdkA4gDfzMzMzGwA8faDHZDUCHwf2B94DZgYEXNrfa0VUy/7yyjgMmA30pfu24DDI6KlRs21flat9whJY4BHgU0i4rmqNtLqQjX6iqRhwB+BH0fEKdVvpdWLXn4WbQVcAmwJvA5cA5zhvYeKySP4HbsQOAA4FjgfuFmS+uBaK6be/JvfTHpDPQk4B9gX+E4tGml1o9fvEZIGAzOBIdVvntWRanyenEjaCf6cKrfN6k+P+oukEcAtwGPAONJn0CRgYu2aarXkEfx2SFofOBz4ekT8MNd9Bvg3YEKtrrVi6mV/2RXYHPhkRLyc60YD++A31gGpiu8RxwCbVb+FVi+q0VckbUwK8I+NiLdr1FSrA73sL58D1iCN+C8Ffi3pk8AXSX8RsILxCH77dgSWkr7NlvwU2LXG11ox9ebf/FHgc6XgPvsb0FC95lmd6fV7hKSPAGcDJ1e3aVZnqvF5ciEQwNVVbJfVp970l7VIMeGgsrphwMKqtc76lAP89q0H/DkiWsvqXgA2ktTVn8N7c60VU4//zSPizYh4uqJ6LPBQldto9aMa7xEXAz8Hflbtxlld6VVfkbQ7MJ40F/t6SadLaqpNU60O9Ka/PECa7vctSatI2pk0j/+G2jTVas0BfvuGAfMr6lpJnX9kDa+1Yqrav7mk3YBtSaNuNjD1qr9I2gv4PHBc9Ztmdaa37y2lOfejgHWBM4AHJA2vWgutnvS4v0TEi6TpPacDbwH3ANdHxHU1aKf1AQf47VtI+jNXuUX5sas3xt5ca8VUlX/z/KF7CTA3In5VpbZZ/elxf5G0MnARMDkiXqlB26y+9KavbAOMAS6PiC0iYmdgF9Kan4Or3VCrC73pL2sB00hJH74CNAMHS5pc5TZaH/Ei2/a9QvpTV7nV8+O7NbzWiqla/+bfI82D3LkajbK61Zv+cjbwTER4PvWKoTd9ZdP8OKNUERG/lvQMKWuXDTy96S+H5Ov3i4g2AEmvAN+TdEFELK5qS63mPILfvv8CNpRU/j/KVsAC4I0aXmvF1Ot/c0n7kLKiHJH/VGoDV2/6y97ALpLaJLUBz+b6ZyVdU/WWWn/rTV95Jz8+W1G/gPdHdW1g6U1/2QR4thTcZ38gpVddq6qttD7hAL8dEfEk8D/A8QCShgJHAPdUdP6qXmvF1Nt/87xZ0XXAxRFxcy3bav2vl/1lD9IHdqnsmev3BL5VkwZbv+llX3kUaKNstF7SOoCAR2rSYOtXvewvrwJjKhbj7k6a9uPByQLyFJ2OnQbcKOnjpMVJnwF2AMibRizsZOfIDq+1AatH/UVSA3AT6Q30Rklblx3+fUR4pG1g6lF/yR/g75FUWlD3ZEQ8X9MWW3/paV95SdKNwHWSTiYFaqcD80jzrG1g6mns8nPgFOBXkh4gTfHaG7giIhb0RcOtujyC34GI+DEpvdhI0ty13SLiwXz4B6QFKD251gagXvSXTwMfBzYgpSl7pKxUzqW0AaI37y+2YullXzkUuIOUlesnpKk54xywDVw97S/5nL2AEaRdcHcFrgS8yLagBrW1edaImZmZmdlA4RF8MzMzM7MBxAG+mZmZmdkA4gDfzMzMzGwAcYBvZmZmZjaAOMA3MzMzMxtAHOCbmZmZmQ0gDvDNzMzMzAaQ/wNBDs24oMhGcAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,8))\n",
    "order = df_season.groupby(\"opp\")[\"win\"].mean().sort_values(ascending=False).index\n",
    "sns.barplot(y=\"opp\",x = \"win\",order=order,data=df_season,color='#3c7f99',ci=None)\n",
    "plt.box(False)\n",
    "fig.text(x=0.04, y=0.90, s='           对阵联盟各个球队的胜率            ', \n",
    "         fontsize=32, weight='bold', color='white', backgroundcolor='#c5b783')\n",
    "plt.tick_params(axis='both', which='major', labelsize=16)\n",
    "ax.xaxis.grid(which='both', linewidth=0.5, color='#3c7f99')\n",
    "# plt.xticks([0.2,0.4,0.6,0.8,1.0])\n",
    "plt.xlabel('')\n",
    "plt.ylabel('')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 常规赛胜负的分差状况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "pattern = re.compile(\"(\\d+)-(\\d+)\")\n",
    "df_season[\"diff\"] = df_season[\"比赛\"].str.findall(pattern).map(lambda x : np.abs(int(x[0][0])-int(x[0][1])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '比赛结果')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,8))\n",
    "sns.swarmplot(x=\"果\",y=\"diff\",data=df_season) \n",
    "fig.text(x=0.1, y=0.90, s='                输赢时的分差                ', \n",
    "         fontsize=32, weight='bold', color='white', backgroundcolor='#3c7f99')\n",
    "plt.tick_params(axis='both', which='major', labelsize=16)\n",
    "plt.xlabel(\"分差\",fontsize=16)\n",
    "plt.ylabel(\"比赛结果\",fontsize=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 季后赛数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_playoff = pd.read_excel(\"./data/playoff.xls\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 乔丹的季后赛之路"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_playoff[\"win\"] = df_playoff[\"果\"].map({\"胜\":1,\"负\":0})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "pattern = re.compile(r'[\\u4E00-\\u9FA5]+')\n",
    "df_playoff[\"team_list\"] = df_playoff[\"比赛\"].str.findall(pattern).map(set)\n",
    "df_playoff.loc[:,\"opp\"] = df_playoff[\"team_list\"].map(lambda x : get_opp(x,0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_plot = df_playoff.groupby([\"赛季\",\"轮次\",\"opp\"])[\"win\"].mean().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "season_dict = dict(zip(df_plot[\"赛季\"].unique(),[i for i in range(12)]))\n",
    "df_plot[\"season\"] = df_plot[\"赛季\"].map(season_dict) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "horizon = [0.11,0.18,0.24,0.30,0.37,0.43,0.50,0.56,0.63,0.69,0.76,0.82]\n",
    "vertical = [0.13,0.35,0.58,0.79]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 37 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 8))\n",
    "fig.text(x=0.03, y=0.92, s='                         乔丹季后赛全景图                       ', fontsize=32, \n",
    "         weight='bold', color='white', backgroundcolor='#3c7f99')\n",
    "plt.scatter(df_plot[\"赛季\"], df_plot[\"轮次\"], alpha=0.35)\n",
    "plt.tick_params(axis='both', which='major', labelsize=16)\n",
    "plt.box(False)\n",
    "plt.yticks([1,2,3,4],labels=[\"第一轮\",\"第二轮\",\"分区决赛\",\"总决赛\"])\n",
    "for point in range(len(df_plot)):\n",
    "    season = df_plot.iloc[point,4]\n",
    "    round_ = df_plot.iloc[point,1]-1 \n",
    "    team_name = df_plot.iloc[point,2]\n",
    "    left,bottom,width,height = horizon[season], vertical[round_],0.08,0.08\n",
    "    ax2 = fig.add_axes([left,bottom,width,height])\n",
    "    img = Image.open(\"./picture/{team_name}.jpg\".format(team_name=team_name))\n",
    "    ax2.imshow(img)\n",
    "    ax2.axis('off') # 关掉坐标轴为 off\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 季后赛各轮次的输赢分差"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "pattern = re.compile(\"(\\d+)-(\\d+)\")\n",
    "df_playoff[\"diff\"] = df_playoff[\"比赛\"].str.findall(pattern).map(lambda x : np.abs(int(x[0][0])-int(x[0][1])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "color = df_playoff[\"果\"].map({\"胜\":\"#e60000\",\"负\":\"#73e68c\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "fig.text(x=0.03, y=0.92, s='             季后赛各轮次的输赢分差           ', fontsize=32, \n",
    "         weight='bold', color='white', backgroundcolor='#3c7f99')\n",
    "plt.yticks([1,2,3,4],labels=[\"第一轮\",\"第二轮\",\"分区决赛\",\"总决赛\"])\n",
    "plt.scatter(df_playoff[\"diff\"], df_playoff[\"轮次\"], alpha=0.35,c=color,s=500)\n",
    "plt.scatter(df_playoff[\"diff\"], df_playoff[\"轮次\"], c=color)\n",
    "plt.tick_params(axis='both', which='both', length=0)\n",
    "plt.tick_params(axis='both', which='major', labelsize=16)\n",
    "ax.xaxis.grid(which='both', linewidth=0.75)\n",
    "#plt.xticks(np.arange(0,61,10), [str(i)+\"k\" for i in range(0,61,10)])\n",
    "plt.xlabel('分差', fontsize=18)\n",
    "plt.box(False)\n",
    "#seed_scale_plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 常规赛和季后赛场均得分对比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "season_score = df_season.groupby(\"赛季\")[\"得分\"].mean().values[2:]\n",
    "playoff_score = df_playoff.groupby(\"赛季\")[\"得分\"].mean().values\n",
    "index = df_playoff.groupby(\"赛季\")[\"得分\"].mean().index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,8))\n",
    "sns.barplot(x=index,y=playoff_score-season_score)\n",
    "fig.text(x=0.06, y=0.90, s='            季后赛与常规赛场均得分差           ', \n",
    "         fontsize=32, weight='bold', color='white', backgroundcolor='#3c7f99')\n",
    "plt.tick_params(axis='both', which='major', labelsize=16)\n",
    "plt.xlabel(\"赛季\",fontsize=16)\n",
    "plt.ylabel(\"场均分差\",fontsize=16)\n",
    "plt.box(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
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    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
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  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
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   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
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   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
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    "lenType": 16,
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   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
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    "r": {
     "delete_cmd_postfix": ") ",
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   "types_to_exclude": [
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    "builtin_function_or_method",
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   "window_display": false
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 "nbformat": 4,
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